Meaning research report.
Research report is simply a structure compilation of data founded by analysist and researcher after concluding their research study. It consists of data that is collected after analyzing a large set of relevant data acquired through surveys and qualitative methods. It is systematic written document that defines key aspects of research project and serves a medium of communicating it with relevant individuals. It is designed in such a way that facilitate the easy understanding of all findings and recommendations to users. Preparation of research report requires a good knowledge, experience, expertise and imagination by individual. A considerable amount of money and time need to be invested for designing a proper report.
Research report is mainly of 2 types: Technical report and Popular report.
Outline of a Technical report may not be same in all case and may vary in all technical reports.
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A guide for early career researchers.
In scholarly literature, there are many different kinds of articles published every year. Original research articles are often the first thing you think of when you hear the words ‘journal article’. In reality, research work often results in a whole mixture of different outputs and it’s not just the final research article that can be published.
Finding a home to publish supporting work in different formats can help you start publishing sooner, allowing you to build your publication record and research profile.
But before you do, it’s very important that you check the instructions for authors and the aims and scope of the journal(s) you’d like to submit to. These will tell you whether they accept the type of article you’re thinking of writing and what requirements they have around it.
There’s a huge variety of different types of articles – some unique to individual journals – so it’s important to explore your options carefully. While it would be impossible to cover every single article type here, below you’ll find a guide to the most common research articles and outputs you could consider submitting for publication.
Many academic journals publish book reviews, which aim to provide insight and opinion on recently published scholarly books. Writing book reviews is often a good way to begin academic writing. It can help you get your name known in your field and give you valuable experience of publishing before you write a full-length article.
If you’re keen to write a book review, a good place to start is looking for journals that publish or advertise the books they have available for review. Then it’s just a matter of putting yourself forward for one of them.
You can check whether a journal publishes book reviews by browsing previous issues or by seeing if a book review editor is listed on the editorial board. In addition, some journals publish other types of reviews, such as film, product, or exhibition reviews, so it’s worth bearing those in mind as options as well.
Be prepared, speed up your submission, and make sure nothing is forgotten by understanding a journal’s individual requirements.
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A medical case report – also sometimes called a clinical case study – is an original short report that provides details of a single patient case.
Case reports include detailed information on the symptoms, signs, diagnosis, treatment, and follow-up of an individual patient. They remain one of the cornerstones of medical progress and provide many new ideas in medicine.
Depending on the journal, a case report doesn’t necessarily need to describe an especially novel or unusual case as there is benefit from collecting details of many standard cases.
Take a look at F1000Research’s guidance on case reports , to understand more about what’s required in them. And don’t forget that for all studies involving human participants, informed written consent to take part in the research must be obtained from the participants – find out more about consent to publish.
In medicine, a clinical study report is a type of article that provides in-depth detail on the methods and results of a clinical trial. They’re typically similar in length and format to original research articles.
Most journals now require that you register protocols for clinical trials you’re involved with in a publicly accessible registry. A list of eligible registries can be found on the WHO International Clinical Trials Registry Platform (ICTRP) . Trials can also be registered at clinicaltrials.gov or the EU Clinical Trials Register . Once registered, your trial will be assigned a clinical trial number (CTN).
Before you submit a clinical study, you’ll need to include clinical trial numbers and registration dates in the manuscript, usually in the abstract and methods sections.
Letters to editors, as well as ‘replies’ and ‘discussions’, are usually brief comments on topical issues of public and political interest (related to the research field of the journal), anecdotal material, or readers’ reactions to material published in the journal.
Commentaries are similar, though they may be slightly more in-depth, responding to articles recently published in the journal. There may be a ‘target article’ which various commentators are invited to respond to.
You’ll need to look through previous issues of any journal you’re interested in writing for and review the instructions for authors to see which types of these articles (if any) they accept.
Many of our medical journals accept conference material supplements. These are open access peer-reviewed, permanent, and citable publications within the journal. Conference material supplements record research around a common thread, as presented at a workshop, congress, or conference, for the scientific record. They can include the following types of articles:
Poster extracts
Conference abstracts
Presentation extracts
Find out more about submitting conference materials.
Data notes are a short peer-reviewed article type that concisely describe research data stored in a repository. Publishing a data note can help you to maximize the impact of your data and gain appropriate credit for your research.
Data notes promote the potential reuse of research data and include details of why and how the data were created. They do not include any analysis but they can be linked to a research article incorporating analysis of the published dataset, as well as the results and conclusions.
F1000Research enables you to publish your data note rapidly and openly via an author-centric platform. There is also a growing range of options for publishing data notes in Taylor & Francis journals, including in All Life and Big Earth Data .
Read our guide to data notes to find out more.
Letters or short reports (sometimes known as brief communications or rapid communications) are brief reports of data from original research.
Editors publish these reports where they believe the data will be interesting to many researchers and could stimulate further research in the field. There are even entire journals dedicated to publishing letters.
As they’re relatively short, the format is useful for researchers with results that are time sensitive (for example, those in highly competitive or quickly-changing disciplines). This format often has strict length limits, so some experimental details may not be published until the authors write a full original research article.
Brief reports (previously called Research Notes) are a type of short report published by F1000Research – part of the Taylor & Francis Group. To find out more about the requirements for a brief report, take a look at F1000Research’s guidance .
A method article is a medium length peer-reviewed, research-focused article type that aims to answer a specific question. It also describes an advancement or development of current methodological approaches and research procedures (akin to a research article), following the standard layout for research articles. This includes new study methods, substantive modifications to existing methods, or innovative applications of existing methods to new models or scientific questions. These should include adequate and appropriate validation to be considered, and any datasets associated with the paper must publish all experimental controls and make full datasets available.
With F1000Research, you can publish scholarly posters and slides covering basic scientific, translational, and clinical research within the life sciences and medicine. You can find out more about how to publish posters and slides on the F1000Research website .
A Registered Report consists of two different kinds of articles: a study protocol and an original research article.
This is because the review process for Registered Reports is divided into two stages. In Stage 1, reviewers assess study protocols before data is collected. In Stage 2, reviewers consider the full published study as an original research article, including results and interpretation.
Taking this approach, you can get an in-principle acceptance of your research article before you start collecting data. We’ve got further guidance on Registered Reports here , and you can also read F1000Research’s guidance on preparing a Registered Report .
Original research articles are the most common type of journal article. They’re detailed studies reporting new work and are classified as primary literature.
You may find them referred to as original articles, research articles, research, or even just articles, depending on the journal.
Typically, especially in STEM subjects, these articles will include Abstract, Introduction, Methods, Results, Discussion, and Conclusion sections. However, you should always check the instructions for authors of your chosen journal to see whether it specifies how your article should be structured. If you’re planning to write an original research article, take a look at our guidance on writing a journal article .
Review articles provide critical and constructive analysis of existing published literature in a field. They’re usually structured to provide a summary of existing literature, analysis, and comparison. Often, they identify specific gaps or problems and provide recommendations for future research.
Unlike original research articles, review articles are considered as secondary literature. This means that they generally don’t present new data from the author’s experimental work, but instead provide analysis or interpretation of a body of primary research on a specific topic. Secondary literature is an important part of the academic ecosystem because it can help explain new or different positions and ideas about primary research, identify gaps in research around a topic, or spot important trends that one individual research article may not.
Literature review
Presents the current knowledge including substantive findings as well as theoretical and methodological contributions to a particular topic.
Systematic review
Identifies, appraises and synthesizes all the empirical evidence that meets pre-specified eligibility criteria to answer a specific research question. Researchers conducting systematic reviews use explicit, systematic methods that are selected with a view aimed at minimizing bias, to produce more reliable findings to inform decision making.
Meta-analysis
A quantitative, formal, epidemiological study design used to systematically assess the results of previous research to derive conclusions about that body of research. Typically, but not necessarily, a meta-analysis study is based on randomized, controlled clinical trials.
Take a look at our guide to writing a review article for more guidance on what’s required.
A software tool article – published by F1000Research – describes the rationale for the development of a new software tool and details of the code used for its construction.
The article should provide examples of suitable input data sets and include an example of the output that can be expected from the tool and how this output should be interpreted. Software tool articles submitted to F1000Research should be written in open access programming languages. Take a look at their guidance for more details on what’s required of a software tool article.
Ready to write your article, but not sure where to start?
For more guidance on how to prepare and write an article for a journal you can download the Writing your paper eBook .
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What are the different types of reports, what does a report look like, what you should look for in a reporting tool, types of reporting for every business & purpose.
Businesses have been producing reports forever. No matter what role or industry you work in, chances are that you have been faced with the task of generating a tedious report to show your progress or performance.
While reporting has been a common practice for many decades, the business world keeps evolving, and with more competitive industries, the need to generate fast and accurate reports becomes critical. This presents a problem for many modern organizations today, as building reports can take from hours to days. In fact, a survey about management reports performed by Deloitte says that 50% of managers are unsatisfied with the speed of delivery and the quality of the reports they receive.
With this issue in mind, several BI tools, such as RIB BI+ , have been developed to assist businesses in generating interactive reports with just a few clicks, enhancing the way companies make critical decisions and service insights from their most valuable data.
But, with so many types of reports used daily, how can you know when to use them effectively? How can you push yourself ahead of the pack with the power of information? Here, we will explore the 14 most common types of reports in business and provide some examples of when to use them to your brand-boosting advantage. In addition, we will see how online dashboards have overthrown the static nature of classic reports and given way to a much faster, more interactive way of working with data.
Let’s get started with a brief report definition.
A report is a document that presents relevant business information in an organized and understandable format. Each report is aimed at a specific audience and business purpose, and it summarizes the development of different activities based on goals and objectives.
That said, there are various types of reports that can be used for different purposes. Whether you want to track the progress of your strategies or stay compliant with financial laws, there is a different report for each task. To help you identify when to use them, we will cover the top 14 most common report formats used for businesses today.
The first in our list of reporting types is informational reports. As their name suggests, this report type aims to give factual insights about a specific topic. This can include performance reports, expense reports, and justification reports, among others. A differentiating characteristic of these reports is their objectivity; they are only meant to inform but not propose solutions or hypotheses. Common informational reports examples are for performance tracking, such as annual, monthly, or weekly reports.
This report type contains a mix of useful information to facilitate the decision-making process through a mix of qualitative and quantitative insights as well as real-time and historical insights. Unlike informational reports that purely inform users about a topic, this report type also aims to provide recommendations about the next steps and help with problem-solving. With this information in hand, businesses can build strategies based on analytical evidence and not simple intuition. With the use of the right BI reporting tool, businesses can generate various types of analytical reports that include accurate forecasts via predictive analytics technologies. Let’s look at it with an analytical report example.
The example above is the perfect representation of how analytical reports can boost a business’s performance. By getting detailed information such as sales opportunities, a probability rate, as well as an accurate pipeline value forecast based on historical data, sales teams can prepare their strategies in advance, tackle any inefficiencies, and make informed decisions for increased efficiency.
These reports track every pertinent detail of the company’s operational tasks, such as its production processes. They are typically short-term reports as they aim to paint a picture of the present. Businesses use this type of report to spot any issues and define their solutions or to identify improvement opportunities to optimize their operational efficiency. Operational reports are commonly used in manufacturing, logistics, and retail as they help keep track of inventory, production, and costs, among others.
Next in our list of the most common kinds of reports, we have industry-specific reports. As its name suggests, these types of reports are used in specific industries and provide valuable information about KPIs and goals that are unique to that industry. For instance, construction reports are invaluable tools to track project progress and extract valuable conclusions to optimize processes.
The example below is a report for a construction company that has multiple active projects. The template offers a complete overview of performance with KPIs related to contract value, budget, and profit margins, among other things. That said, the most valuable part of this report is the detailed overview of finishing projects and projects in execution, where we see that industry-specific KPIs like the SPI and CPI are tracked for each project with color to understand the status at a glance. Templates like this one play a fundamental role in efficient project management in construction as they offer the necessary overview to make smart decisions with fresh data.
As its name suggests, this report type is used to monitor several aspects related to product development. Businesses often use them to track which of their products or subscriptions are selling the most within a given time period, calculate inventories, or see what kind of product the client values the most. Another common use case of these reports is to research the implementation of new products or develop existing ones. Let’s see it in more detail with a visual example.
The image above is a product report that shows valuable insights regarding usage intention, purchase intention, willingness to pay, and more. In this case, the report is based on the answers from a survey that aimed to understand how the target customer would receive a new product. Getting this level of insight through this report type is very useful for businesses as it allows them to make smart investments in new products and set realistic pricing based on their clients’ willingness to pay.
These reports are specific to each department or business function. They serve as a communication tool between managers and team members who must stay connected and work together for common goals. Whether it is the sales department, customer service, logistics, or finances, this specific report type helps track and optimize strategies on a deeper level. Let’s look at it with an example of a team performance report.
The image above is a department report created with an online data analysis tool, and it tracks the performance of a support team. This insightful report displays relevant metrics such as the top-performing agents, net promoter score, and first contact resolution rate, among others. Having this information in hand not only helps each team member to keep track of their individual progress but also allows managers to understand who needs more training and who is performing at their best.
From the branch of informational reports, progress reports provide critical information about a project’s status. Employees or managers can produce these reports daily, weekly, or monthly to track performance and fine-tune tasks for the project’s better development. Progress reports are often used as visual materials to support meetings and discussions. A good example is a KPI scorecard.
A type of report that encompasses many others on this list, internal reports refer to any type of report that is used internally in a business. They convey information between team members and departments to keep communication flowing regarding goals and business objectives.
As mentioned above, internal reports are useful communication tools to keep every relevant person in the organization informed and engaged. This healthcare report aims to do just that. By providing insights into the performance of different departments and areas of a hospital, such as in and outpatients, average waiting times, treatment costs, and more, healthcare managers can allocate resources and plan the schedule accurately, as well as monitor any changes or issues in real-time.
Although most of the report types listed here are used for internal purposes, not all reporting is meant to be used behind closed doors. External reports are created to share information with external stakeholders such as clients or investors for budget or progress accountability, as well as for governmental bodies to stay compliant with the law requirements.
The image above is the perfect example of an external client report from an IT project. This insightful report provides a visual overview of every relevant aspect of the project’s development. From deadlines, budget usage, completion stage, and task breakdown, clients can be fully informed and involved in the project.
Next, in our rundown of types of reports, we have vertical and lateral reports. This reporting type refers to the direction in which a report travels. A vertical report is meant to go upward or downward the hierarchy, for example, a management report. A lateral report assists in organization and communication between groups that are at the same level of the hierarchy, such as the financial and marketing departments.
Without a doubt, one of the most vital reporting types for any modern business is centered on research. Being able to collect, collate, and drill down into insights based on key pockets of your customer base or industry will give you the tools to drive innovation while meeting your audience’s needs head-on.
The image above is a market research analytics report example for customer demographics. It serves up a balanced blend of metrics that will empower you to boost engagement as well as retention rates. Here, you can drill down into your audience’s behaviors, interests, gender, educational levels, and tech adoption life cycles with a simple glance.
What’s particularly striking about this dashboard is the fact that you can explore key trends in brand innovation with ease, gaining a working insight into how your audience perceives your business. This invaluable type of report will help you get under the skin of your consumers, driving growth and loyalty in the process.
Strategy is a vital component of every business, big or small. Strategic analytics tools are perhaps the broadest and most universal of all the different types of business reports imaginable.
These particular tools exist to help you consistently understand, meet, and exceed your most pressing organizational goals by providing top-level metrics on various initiatives or functions.
By working with strategic-style tools, you will:
Projects are key to keeping a business moving in the right direction while keeping innovation and evolution at the forefront of every plan, communication, or campaign. But without the right management tools, a potentially groundbreaking project can become a resource-sapping disaster.
A project management report serves as a summary of a particular project’s status and its various components. It’s a visual tool that you can share with partners, colleagues, clients, and stakeholders to showcase your project’s progress at multiple stages. Let’s look at our example and dig a little deeper.
Our example above is a construction project management dashboard that offers a 360-degree view of a project’s development. This invaluable construction collaboration tool can help keep every relevant project stakeholder involved and informed about the latest developments to ensure maximum efficiency and transparency.
Work and budget development and cost breakdown charts can help develop efficient construction cost control strategies to ensure the project remains profitable and on schedule. On the other hand, progress metrics like the SPI and the CPI can help assess construction productivity issues that can lead to delays and costly overruns.
It may not seem exciting or glamorous, but keeping your business’s statutory affairs in order is vital to your ongoing commercial health and success.
When it comes to submitting vital financial and non-financial information to official bodies, one small error can result in serious repercussions. As such, working with statutory report formats is a watertight way of keeping track of your affairs and records while significantly reducing the risk of human error.
Armed with interactive insights and dynamic visuals, you will keep your records clean and compliant while gaining the ability to nip any potential errors or issues in the bud.
Now that we’ve covered the most relevant types of reports, we will answer the question: what does a report look like?
As mentioned at the beginning of this insightful guide, static reporting is a thing of the past. With the rise of modern technologies like self-service BI tools, the use of interactive reports in the shape of business dashboards has become more and more popular among companies.
Unlike static reports that take time to be generated and are difficult to understand, modern reporting tools are intuitive. Their visual nature makes them easy to understand for any type of user, and they provide businesses with a central view of their most important performance indicators for an improved decision-making process. Here, we will cover 20 useful dashboard examples from different industries, functions, and platforms to put the value of dashboard reporting into perspective.
Keeping finances in check is critical for success. This financial report offers an overview of the most important financial metrics that a business needs to monitor its economic activities and answer vital questions to ensure healthy finances.
With insights about liquidity, invoicing, budgeting, and general financial stability, managers can extract long and short-term conclusions to reduce inefficiencies, make accurate forecasts about future performance, and keep the overall financial efficiency of the business flowing. For instance, getting a detailed calculation of the business’s working capital can allow you to understand how liquid your company is. If it’s higher than expected, it means you have the potential to invest and grow—definitely one of the most valuable types of finance reports.
Our next example is a construction report offering the perfect overview for efficient construction bid management . In this case, the template is tracked for an enterprise that has multiple projects working simultaneously and needs a general view of how everything is performing to ensure maximum efficiency.
The key metric highlighted in this report is the net bid value, which shows the value of all submitted bids, including canceled ones. As seen in the net bid value by status chart, only a small amount is accounted for canceled bids, which means this organization’s construction bidding process is efficient. The rest of the charts displayed in the template help provide a deeper understanding of bids to make informed decisions.
Another valuable aspect of this construction report is its interactivity. The filters on top allow the user to visualize only data for a specific category, project classification, or bid status, making it possible to answer any questions that arise during meetings or discussions. This was not possible in the past as the construction industry relied heavily on static reporting. Luckily, with the rise of digital construction tools, like interactive real-time reporting, they no longer need to rely solely on intuition or outdated information. Instead, they have fresh insights at all times.
Our following example is a marketing report that ensures a healthy return on investment from your marketing efforts. This type of report offers a detailed overview of campaign performance over the last 12 weeks. Having access to this information enables you to maximize the value of your promotional actions, keeping your audience engaged by providing a targeted experience.
For instance, you can implement different campaign formats as a test and then compare which one is most successful for your business. This is possible thanks to the monitoring of important marketing metrics such as the click-through rate (CTR), cost per click (CPC), cost per acquisition (CPA), and more.
The visual nature of this report makes it easy to understand important insights at a glance. For instance, the four gauge charts at the top show the total spending from all campaigns and how much of the total budget of each campaign has been used. In just seconds, you can see if you are on target to meet your marketing budgets for every single campaign.
An intuitive sales dashboard like the one above is the perfect analytical tool to monitor and optimize sales performance. Armed with powerful high-level metrics, this report type is especially interesting for managers, executives, and sales VPs as it provides relevant data to ensure strategic and operational success.
The value of this sales report lies in the fact that it offers a complete and comprehensive overview of relevant insights needed to make smart sales decisions. For instance, at the top of an analysis tool, you get important metrics such as the number of sales, revenue, profit, and costs, all compared to a set target and to the previous time period. The use of historical data is fundamental when building successful sales strategies as they provide a picture of what could happen in the future. Being able to filter the key metrics all in one screen is a key benefit of modern reporting.
Our next report example concerns human resources analytics. The HR department needs to track various KPIs for employee performance and effectiveness. However, it must also ensure that employees are happy and working in a healthy environment since an unhappy workforce can significantly damage an organization. This intuitive dashboard makes this possible.
Providing a comprehensive mix of metrics, this employee-centric report drills down into every major element needed to ensure successful workforce management. For example, the top portion of the dashboard covers absenteeism in 3 different ways: yearly average, absenteeism rate with a target of 3.8%, and absenteeism over the last five years. Tracking absenteeism rates in detail is helpful as it can tell you if your employees are skipping workdays. If the rate is over the expected target, then you have to dig deeper into the reasons and find sustainable solutions.
On the other hand, the second part of the dashboard covers the overall labor effectiveness (OLE). This can be tracked based on specific criteria that HR predefined, and it helps them understand if workers are achieving their targets or if they need extra training or help.
Managers must monitor big amounts of data to ensure that the business is running smoothly. One of them being investor relationships. This management dashboard focuses on high-level metrics that shareholders need to look at before investing, such as the return on assets, return on equity, debt-equity ratio, and share price, among others.
By getting an overview of these important metrics, investors can easily extract the needed insights to make an informed decision regarding an investment in your business. For instance, the return on assets measures how efficiently are the company’s assets being used to generate profit. With this knowledge, investors can understand how effectively your company deploys available resources compared to others in the market. Another great indicator is the share price; the higher the increase in your share price, the more money your shareholders are making from their investment.
Just like all the other departments and sections covered in this list, the IT department is one that can especially benefit from these types of reports. With so many technical issues to solve, the need for a visual tool to help IT specialists stay on track with their workload becomes critical.
As seen in the image above, this IT dashboard offers detailed information about different system indicators. For starters, we get a visual overview of the status of each server, followed by a detailed graph displaying the uptime & downtime of each week. This is complemented by the most common downtown issues and some ticket management information. Getting this level of insight helps your IT staff to know what is happening and when it is happening and find proper solutions to prevent these issues from repeating themselves. Keeping constant track of these metrics will ensure robust system performance.
The following report example was built with intuitive procurement analytics software. It gives a general view of various metrics that any procurement department needs to manage suppliers efficiently.
With the possibility to filter, drill down, and interact with KPIs, this intuitive procurement dashboard offers key information to ensure a healthy supplier relationship. With metrics such as compliance rate, the number of suppliers, or the purchase order cycle time, the procurement team can classify the different suppliers, define the relationship each of them has with the company and optimize processes to ensure it stays profitable.
One of the industries that could truly benefit from this template is construction. Managing procurement in construction projects is not easy, as suppliers must be picked carefully to ensure they meet the project’s needs. An overview like this one can help assess the abilities of each supplier to choose the ones that best meet the requirements. In construction, supplier selection is more than just about pricing, it also involves availability, certifications, quality, etc.
Following our list of examples of reports is one from the support area. Armed with powerful customer service KPIs, this dashboard is a useful tool for monitoring performance, spotting trends, identifying strengths and weaknesses, and improving the overall effectiveness of the customer support department.
Covering aspects such as revenue and costs from customer support as well as customer satisfaction, this complete analysis tool is the perfect tool for managers who have to keep an eye on every little detail from a performance and operational perspective. For example, by monitoring your customer service costs and comparing them to the revenue, you can understand if you are investing the right amount into your support processes. This can be directly related to your agent’s average time to solve issues; the longer it takes to solve a support ticket, the more money it will cost and the less revenue it will bring. If your agents take too long to solve an issue, you can think of some training instances to help them reduce this number.
This list of report types would not be complete without a market research report. Market research agencies deal with a large amount of information coming from surveys and other research sources. Considering that, reports that can be filtered for deeper interaction become more necessary for this industry than for any other.
The image above is a brand analytics dashboard that displays the survey results about how the public perceives a brand. This savvy tool contains different charts that make it easy to understand the information visually. For instance, the map chart with the different colors lets you quickly understand in which regions each age range is located. The charts can be filtered further to see the detailed answers from each group for a deeper analysis.
Last but not least, we have a social media report. This scorecard-format dashboard monitors the performance of four main social media channels: Facebook, Twitter, Instagram, and YouTube. It serves as a perfect visual overview to track the performance of different social media efforts and achievements.
Tracking relevant metrics such as followers, impressions, clicks, engagement rates, and conversions, this report type serves as a perfect progress report for managers or clients who need to see the status of their social channels. Each metric is shown in its actual value and compared to a set target. The colors green and red from the fourth column let you quickly understand if a metric is over or under its expected target.
Logistics are the cornerstone of an operationally fluent and progressive business. If you deal with large quantities of goods and tangible items, in particular, maintaining a solid logistical strategy is vital to ensuring you maintain your brand reputation while keeping things flowing in the right direction.
A prime example designed to improve logistical management, our warehouse KPI dashboard is equipped with metrics required to maintain strategic movement while eliminating any unnecessary costs or redundant processes. Here, you can dig into your shipping success rates across regions while accessing warehouse costs and perfect order rates in real-time. If you spot any potential inefficiencies, you can track them here and take the correct course of action to refine your strategy. This is an essential tool for any business with a busy or scaling warehouse.
Next, in our essential types of business reports examples, we’re looking at tools made to improve your business’s various manufacturing processes.
Our clean and concise production tool is a sight to behold and serves up key manufacturing KPIs that improve the decision-making process regarding costs, volume, and machinery.
Here, you can hone in on historical patterns and trends while connecting with priceless real-time insights that will not only enable you to make the right calls concerning your manufacturing process at the moment but will also allow you to formulate predictive strategies that will ultimately save money, boost productivity, and result in top-quality products across the board.
As a retailer with so many channels to consider and so many important choices to make, working with the right metrics and visuals is absolutely essential. Fortunately, we live in an age where there are different types of reporting designed for this very reason.
Our sales and order example, generated with retail analytics software, is a dream come true for retailers as it offers the visual insights needed to understand your product range in greater detail while keeping a firm grip on your order volumes, perfect order rates, and reasons for returns.
Gaining access to these invaluable insights in one visually presentable space will allow you to track increases or decreases in orders over a set timeframe (and understand whether you’re doing the right things to drive engagement) while plowing your promotional resources into the products that are likely to offer the best returns.
Plus, by gaining an accurate overview of why people are returning your products, you can omit problem items or processes from your retail strategy, improving your brand reputation as well as revenue in the process.
The content and communications you publish are critical to your ongoing success, regardless of your sector, niche, or specialty. Without putting out communications that speak directly to the right segments of your audience at the right times in their journey, your brand will swiftly fade into the background.
To ensure your brand remains inspiring, engaging, and thought-leading across channels, working with media types of a business report is essential. You must ensure your communications cut through the noise and scream ‘quality’ from start to finish—no ifs, no buts, no exceptions.
Our content quality control tool is designed with a logical hierarchy that will tell you if your content sparks readership, if the language you’re using is inclusive and conversational, and how much engagement-specific communications earn. You can also check your most engaging articles with a quick glance to understand what your users value most. Armed with this information, you can keep creating content that your audience loves and ultimately drives true value to the business.
In the age of sustainability and in the face of international fuel hikes, managing the energy your business uses effectively is paramount. Here, there is little room for excess or error, and as such, working with the right metrics is the only way to ensure successful energy regulation.
If your company has a big HQ or multiple sites that require power, our energy management analytics tool will help you take the stress out of managing your resources. One of the most striking features of this dashboard is the fact that it empowers you to compare your company’s energy usage against those from other sectors and set an accurate benchmark.
Here, you can also get a digestible breakdown of your various production costs regarding energy consumption and the main sources you use to keep your organization running. Regularly consulting these metrics will not only allow you to save colossal chunks of your budget, but it will also give you the intelligence to become more sustainable as an organization. This, in turn, is good for the planet and your brand reputation—a real win-win-win.
The fast-moving consuming goods (FMCG) industry can highly benefit from a powerful report containing real-time insights. This is because the products handled in this sector, which are often food and beverages, don’t last very long. Therefore, having a live overview of all the latest developments can aid decision-makers in optimizing the supply chain to ensure everything runs smoothly and no major issues happen.
Our report format example above aims to do just that by providing an overview of critical performance indicators, such as the percentage of products sold within freshness date, the out-of-stock rate, on-time in full deliveries, inventory turnover, and more. What makes this template so valuable is the fact that it provides a range of periods to get a more recent view of events but also a longer yearly view to extract deeper insights.
The FMCG dashboard also offers an overview of the main KPIs to aid users in understanding if they are on the right track to meet their goals. There, we can observe that the OTIF is far from its target of 90%. Therefore, it should be looked at in more detail to optimize it and prevent it from affecting the entire supply chain.
Regardless of your industry, if you have a website, you probably require a Google Analytics report. This powerful tool helps you understand how your audience interacts with your website while helping you reach more people through the Google search engine. The issue is that the reports the tool provides are more or less basic and don’t give you the dynamic and agile view you need to stay on top of your data and competitors.
For that reason, we generated a range of Google Analytics dashboards that take your experience one step further by allowing you to explore your most important KPIs in real-time. That way, you’ll be able to spot any potential issues or opportunities to improve as soon as they occur, allowing you to act on them on the spot.
Among some of the most valuable metrics you can find in this sample are the sessions and their daily, weekly, and monthly development, the average session duration, the bounce rate by channel and by top 5 countries, among others.
Another very important platform that companies use, no matter their size or industry, is LinkedIn. This platform is the place where companies develop and showcase their corporate image, network with other companies, and tell their clients and audience about the different initiatives they are developing to grow and be better. Some organizations also use LinkedIn to showcase their charity or sustainability initiatives.
The truth is LinkedIn has become an increasingly relevant platform, and just like we discussed with YouTube, organizations need to analyze data to ensure their strategies are on the right path to success.
The template above offers a 360-degree view of a company page’s performance. With metrics such as the followers gained, engagement rate, impressions vs unique impressions, CTR, and more. Decision-makers can dive deeper into the performance of their content and understand what their audience enjoys the most. For instance, by looking at the CTR of the last 5 company updates, you can start to get a sense of what topics and content format your audience on the platforms interact with the most. That way, you’ll avoid wasting time and resources producing content without interaction.
Moving on from platform-related examples, we have one last monthly report template from a very relevant sector, the healthcare industry. For decades now, hospitals and healthcare professionals have benefited from data to develop new treatments and analyze unknown diseases. But data can also help to ensure daily patient care is of top quality.
Our sample above is a healthcare dashboard report that tracks patient satisfaction stats for a clinic named Saint Martins Clinic. The template provides insights into various aspects of patient care that can affect their satisfaction levels to help spot any weak areas.
Just by looking at the report in a bit more detail, we can already see that the average waiting time for arrival at a bed and time to see a doctor are on the higher side. This is something that needs to be looked into immediately, as waiting times are the most important success factors for patients. Additionally, we can see those lab test turnarounds are also above target. This is another aspect that should be optimized to prevent satisfaction levels from going down.
As you learned from our extensive list of examples, different reports are widely used across industries and sectors. Now, you might wonder, how do I get my hands on one of these reports? The answer is a professional online reporting tool. With the right software in hand, you can generate stunning reports to extract the maximum potential out of your data and boost business growth in the process.
But, with so many options in the market, how do make sure you choose the best tool for your needs? Below we cover some of the most relevant features and capabilities you should look for to make the most out of the process.
To ensure successful operations, a business will most likely need to use many reports for its internal and external strategies. Manually generating these reports can become a time-consuming task that burdens the business. That is why professional reporting software should offer pre-made reporting templates. At RIB, we offer an extensive template library for the construction industry that allows users to generate reports in a matter of seconds—allowing them to use their time on actually analyzing the information and extracting powerful insights from it.
If you look for report templates on Google, you might run into multiple posts about written ones. This is not a surprise, as written reports have been the norm for decades. That being said, a modern approach to reporting has developed in the past years where visuals have taken over text. The value of visuals lies in the fact that they make the information easier to understand, especially for users who have no technical knowledge. But most importantly, they make the information easier to explore by telling a compelling story. For that reason, the tool you choose to invest in should provide you with multiple visualization options to have the flexibility to tell your data story in the most successful way possible.
While pre-made templates are fundamental to generating agile reports, being able to customize them to meet your needs is also of utmost importance. At RIB Software, we offer our users the possibility to customize their construction reports to fit their most important KPIs, as well as their logo, business colors, and font. This is an especially valuable feature for external reports that must be shown to clients or other relevant stakeholders, giving your reports a more professional look. Customization can also help from an internal perspective to provide employees who are uncomfortable with data with a familiar environment to work in.
In the fast-paced world we live in today, having static reports is not enough. Businesses need to have real-time access to the latest developments in their data to spot any issues or opportunities as soon as they occur and act on them to ensure their resources are spent smartly and their strategies are running as expected. Doing so will allow for agile and efficient decision-making, giving the company a huge competitive advantage.
Communication and collaboration are the basis of a successful reporting process. Today, team members and departments need to be connected to ensure everyone is on the right path to achieve general company goals. That is why the tool you invest in should offer flexible sharing capabilities to ensure every user can access the reports. For instance, we offer our users the possibility to share reports through automated emails or password-protected URLs with viewing or editing rights depending on what data the specific user can see and manipulate. A great way to keep everyone connected and boost collaboration.
As we’ve seen throughout our journey, businesses use different report formats for diverse purposes in their everyday activities. Whether you’re talking about types of reports in research, types of reports in management, or anything in between, these dynamic tools will get you where you need to be (and beyond).
In this post, we covered the top 14 most common ones and explored key examples of how different report types are changing the way businesses are leveraging their most critical insights for internal efficiency and, ultimately, external success.
With modern tools and solutions, reporting doesn’t have to be a tedious task. Anyone in your organization can rely on data for their decision-making process without needing technical skills. Rather, you want to keep your team connected or show progress to investors or clients. There is a report type for the job. To keep your mind fresh, here are the top 14 types of data reports covered in this post:
At RIB Software , we provide multiple solutions to make construction companies’ lives easier. Our construction data analytics software, RIB BI+, offers powerful business intelligence and reporting capabilities to help businesses in the building sector manage their data and make data-driven decisions to boost the quality of their projects. If you are ready to benefit from automated, interactive analytics, get a demo of RIB BI+ today!
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Methodology
Research methods are specific procedures for collecting and analyzing data. Developing your research methods is an integral part of your research design . When planning your methods, there are two key decisions you will make.
First, decide how you will collect data . Your methods depend on what type of data you need to answer your research question :
Second, decide how you will analyze the data .
Methods for collecting data, examples of data collection methods, methods for analyzing data, examples of data analysis methods, other interesting articles, frequently asked questions about research methods.
Data is the information that you collect for the purposes of answering your research question . The type of data you need depends on the aims of your research.
Your choice of qualitative or quantitative data collection depends on the type of knowledge you want to develop.
For questions about ideas, experiences and meanings, or to study something that can’t be described numerically, collect qualitative data .
If you want to develop a more mechanistic understanding of a topic, or your research involves hypothesis testing , collect quantitative data .
Qualitative | to broader populations. . | |
---|---|---|
Quantitative | . |
You can also take a mixed methods approach , where you use both qualitative and quantitative research methods.
Primary research is any original data that you collect yourself for the purposes of answering your research question (e.g. through surveys , observations and experiments ). Secondary research is data that has already been collected by other researchers (e.g. in a government census or previous scientific studies).
If you are exploring a novel research question, you’ll probably need to collect primary data . But if you want to synthesize existing knowledge, analyze historical trends, or identify patterns on a large scale, secondary data might be a better choice.
Primary | . | methods. |
---|---|---|
Secondary |
In descriptive research , you collect data about your study subject without intervening. The validity of your research will depend on your sampling method .
In experimental research , you systematically intervene in a process and measure the outcome. The validity of your research will depend on your experimental design .
To conduct an experiment, you need to be able to vary your independent variable , precisely measure your dependent variable, and control for confounding variables . If it’s practically and ethically possible, this method is the best choice for answering questions about cause and effect.
Descriptive | . . | |
---|---|---|
Experimental |
Research method | Primary or secondary? | Qualitative or quantitative? | When to use |
---|---|---|---|
Primary | Quantitative | To test cause-and-effect relationships. | |
Primary | Quantitative | To understand general characteristics of a population. | |
Interview/focus group | Primary | Qualitative | To gain more in-depth understanding of a topic. |
Observation | Primary | Either | To understand how something occurs in its natural setting. |
Secondary | Either | To situate your research in an existing body of work, or to evaluate trends within a research topic. | |
Either | Either | To gain an in-depth understanding of a specific group or context, or when you don’t have the resources for a large study. |
Your data analysis methods will depend on the type of data you collect and how you prepare it for analysis.
Data can often be analyzed both quantitatively and qualitatively. For example, survey responses could be analyzed qualitatively by studying the meanings of responses or quantitatively by studying the frequencies of responses.
Qualitative analysis is used to understand words, ideas, and experiences. You can use it to interpret data that was collected:
Qualitative analysis tends to be quite flexible and relies on the researcher’s judgement, so you have to reflect carefully on your choices and assumptions and be careful to avoid research bias .
Quantitative analysis uses numbers and statistics to understand frequencies, averages and correlations (in descriptive studies) or cause-and-effect relationships (in experiments).
You can use quantitative analysis to interpret data that was collected either:
Because the data is collected and analyzed in a statistically valid way, the results of quantitative analysis can be easily standardized and shared among researchers.
Research method | Qualitative or quantitative? | When to use |
---|---|---|
Quantitative | To analyze data collected in a statistically valid manner (e.g. from experiments, surveys, and observations). | |
Meta-analysis | Quantitative | To statistically analyze the results of a large collection of studies. Can only be applied to studies that collected data in a statistically valid manner. |
Qualitative | To analyze data collected from interviews, , or textual sources. To understand general themes in the data and how they are communicated. | |
Either | To analyze large volumes of textual or visual data collected from surveys, literature reviews, or other sources. Can be quantitative (i.e. frequencies of words) or qualitative (i.e. meanings of words). |
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If you want to know more about statistics , methodology , or research bias , make sure to check out some of our other articles with explanations and examples.
Research bias
Quantitative research deals with numbers and statistics, while qualitative research deals with words and meanings.
Quantitative methods allow you to systematically measure variables and test hypotheses . Qualitative methods allow you to explore concepts and experiences in more detail.
In mixed methods research , you use both qualitative and quantitative data collection and analysis methods to answer your research question .
A sample is a subset of individuals from a larger population . Sampling means selecting the group that you will actually collect data from in your research. For example, if you are researching the opinions of students in your university, you could survey a sample of 100 students.
In statistics, sampling allows you to test a hypothesis about the characteristics of a population.
The research methods you use depend on the type of data you need to answer your research question .
Methodology refers to the overarching strategy and rationale of your research project . It involves studying the methods used in your field and the theories or principles behind them, in order to develop an approach that matches your objectives.
Methods are the specific tools and procedures you use to collect and analyze data (for example, experiments, surveys , and statistical tests ).
In shorter scientific papers, where the aim is to report the findings of a specific study, you might simply describe what you did in a methods section .
In a longer or more complex research project, such as a thesis or dissertation , you will probably include a methodology section , where you explain your approach to answering the research questions and cite relevant sources to support your choice of methods.
Other students also liked, writing strong research questions | criteria & examples.
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More than 5% of all cancer cases are attributed to drinking alcohol, new report reveals.
Addiction psychiatrist Dr. Adam Scioli of Caron Treatment Centers in Pennsylvania reveals why alcohol is ‘toxic to human cells’
It's long been known that no amount of alcohol is good for the body — and now new research spotlights the potential harm it can cause.
More than 5% of all cancer cases are caused by drinking alcohol , according to the Cancer Progress Report 2024 from the American Association for Cancer Research (AACR).
Among the modifiable risk factors for cancer, alcohol is the third biggest, behind obesity (7.6% of cases) and cigarette smoking (19.3%).
TO REDUCE CANCER RISK, SKIP THE ALCOHOL, REPORT SUGGESTS
"Excessive levels of alcohol consumption increase the risk for six different types of cancer , including certain types of head and neck cancer, esophageal squamous cell carcinoma, and breast, colorectal, liver and stomach cancers," said Rajarshi Sengupta, PhD, lead author of the AACR Cancer Progress Report 2024, in a statement sent to Fox News Digital.
More than 5% of all cancer cases are caused by drinking alcohol, according to the Cancer Progress Report 2024 from the American Association for Cancer Research. (iStock)
"Further, research shows that alcohol intake at an early age can increase the risk of cancer later in life."
Based on these findings, limiting or eliminating alcohol can reduce the risk of developing alcohol-related cancers by 8% and the risk of all cancers by 4%, the report noted.
There has been a "roller coaster of information" about whether alcohol is harmful, according to addiction psychiatrist Dr. Adam Scioli of Caron Treatment Centers in Pennsylvania.
"There have even been reports for years that it could be beneficial for one's health — but we know now that alcohol ingestion is one of the modifiable risk factors for cancer," Scioli, who is not affiliated with AACR, told Fox News Digital.
‘DOES SMARTPHONE EXPOSURE CAUSE BRAIN CANCER?’: ASK A DOCTOR
Around 75,000 Americans each year are diagnosed with a cancer that is linked in some way to alcohol use, according to Scioli.
The more someone drinks — both in volume and frequency — the higher the risk, he warned.
Among the modifiable risk factors for cancer, alcohol is the third biggest, behind obesity (7.6% of cases) and cigarette smoking (19.3%). (iStock)
"Alcohol is a toxin," Scioli said.
"We've long known that it impacts any number of organs, essentially starting with the brain and working its way down to the colorectal system ."
Moderate alcohol use is defined as one drink or less in one day for women.
For men, it is two drinks or fewer per day, according to the Centers for Disease Control and Prevention (CDC).
"We've long known that alcohol impacts any number of organs, starting with the brain and working its way down to the colorectal system."
"Drinking alcohol in moderation may increase your overall risks of death and chronic disease," the agency stated on its website.
"Even low levels of alcohol use (less than one drink per day) can raise the risk of certain cancers."
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Scioli agreed, emphasizing that "we can definitely say there's no added health benefit to ingestion of alcohol."
"The line between safety and danger is debatable, and is different for each person."
While risk factors like tobacco use are widely known, public awareness about the link between alcohol and cancer is still low, according to Sengupta.
Moderate alcohol use is defined as one drink or less in one day for women, and two drinks or fewer for men, per the CDC. (iStock)
Most Americans (51%) are not aware that alcohol increases cancer risk, per AACR data.
"It's been flying under the radar for far too long — especially given the number of Americans who have met the criteria for alcohol use disorder, which is around 29 million Americans in 2023," said Scioli.
The good news, according to Scioli, is that with modifiable risk factors like alcohol, reducing the intake decreases the risk.
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As the report stated, those who are successful in decreasing their drinking or abstaining below those moderate risk levels will see a risk reduction in overall cancers, he noted.
Around 75,000 Americans each year are diagnosed with a cancer that is linked in some way to alcohol use, an expert said. (iStock)
"We need to do a much better job of making the public aware of the risks inherent in drinking — particularly moderate to heavy drinking," Scioli said.
"And we need to make the public aware that there are mechanisms by which they can access help if they are unable to moderate their drinking or quit on their own."
For more Health articles, visit www.foxnews.com/health
To help raise awareness, Sengupta of the AACR called for public messaging campaigns, "such as cancer-specific warning labels displayed on alcoholic beverages ."
Along with that, she told Fox News Digital, "effective clinical strategies that reduce or eliminate alcohol consumption must be considered to reduce the burden of alcohol-related cancers."
Fox News Digital reached out to the National Alcohol Beverage Control Association requesting comment.
Melissa Rudy is senior health editor and a member of the lifestyle team at Fox News Digital. Story tips can be sent to [email protected].
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24 September 2024
Sustained public investment in industrial biotechnology between 2010 and 2021 has led to a wide range of economic and social benefits for the UK.
That’s according to a report published today, titled ‘Evaluation of the effectiveness and impact of the Biotechnology and Biological Sciences Research Council’s (BBSRC) investments in industrial biotechnology (IB)’.
The report is written by an independent panel of experts appointed by BBSRC to evaluate the IB portfolio.
Economic impacts include numerous spin-out companies, such as:
IB is a set of cross-disciplinary approaches that use biological resources for the production and processing of materials and chemicals.
Its principal aim is to reduce greenhouse gas emissions by replacing fossil chemical feedstocks or fossil chemical powered processes.
The applications of IB are vast and span a wide range of industry sectors, including:
It also extends to agriculture, food and construction sectors.
Bio-based solutions have the potential to transform everyday life by reducing our reliance on fossil fuels and their derivatives, as well as making a significant contribution to growing the UK economy.
The report reveals that BBSRC’s investment in IB has contributed to the establishment of at least 44 spin-out companies.
Several of these companies employ a considerable number of staff in well-paid, technologically oriented jobs and have been responsible for bringing multiple products to market.
BBSRC’s Networks in Industrial Biotechnology and Bioenergy (BBSRC NIBB) and the IB Catalyst have been major successes.
BBSRC NIBB Phase I (2014 to 2019) leveraged nearly £98 million of additional funding from an initial BBSRC investment of £18 million.
A total of 277 different businesses contributed funding to collaborative projects supported through the networks during this time.
The membership of the networks within the BBSRC NIBB reflect the reach of this initiative.
The membership encompasses a wide range of scientific areas, across all career stages, with strong involvement from academia and the private sector, nationally and internationally.
However, the report also reveals that, although good progress is being made in delivering impact from these investments, the potential of the work to deliver greater economic and societal impact is not being fully realised.
The panel identified a need for sustained investment to realise the full potential impact of IB alongside supportive long-term government polices to enable the full potential of IB to be achieved.
Professor Anne Ferguson-Smith, BBSRC Executive Chair, said:
I welcome this important and timely report, which shows the positive contribution BBSRC’s investments in industrial biotechnology makes to the UK’s economy, particularly in the generation of high-quality jobs through innovative activities. It’s also very encouraging to see how successful BBSRC’s Networks in Industrial Biotechnology and Bioenergy scheme has been, both in enabling interactions between the academic and business community and building communities in other areas. I look forward to seeing how the strong and enduring collaborations generated between the academic and business community resulting from BBSRC investments in IB activities continue to provide benefit.
BBSRC appointed an expert panel to conduct an independent evaluation of its investments in IB research and innovation.
BBSRC identified IB as a strategic priority in 2010.
Between 2010 and 2022, the council’s total spend on IB research and innovation was £413 million, including £42.4 million co-funding from the Engineering and Physical Sciences Research Council (EPSRC) and Innovate UK.
Current annual BBSRC expenditure on the IB portfolio is roughly £29 million.
The panel reviewed data from various sources including:
Outcomes data was obtained for 568 grants funded by BBSRC which had active spend between 2010 and 2021.
The evaluation encompasses four major themes:
The report also found that:
Case studies, extraction of sugar from waste.
Fiberight was founded in 2009.
After a couple of pivots in company direction, their focus now is on the recovery of high value products from everyday household waste.
Advanced Microwave Technologies (AMT) was founded in 2008 and specialises in continuous flow microwave technology for various sector applications, including fermentation pre-treatment, microwave assisted reactions and microwave enhanced extraction.
Both Fiberight and AMT have been involved in various BBSRC funded projects with academics to support their development work.
Fiberight received funding in 2016 and 2017 from the IB Catalyst scheme, to work with academics on improving the production of sugars from waste.
Between 2014 and 2018 they participated in several NIBB, namely FoodWasteNet, LB Net and P2P.
AMT were also active members of both FoodWasteNet and HCVfP NIBB projects.
It was at NIBB networking events that the foundations of future working between Fiberight and AMT were formed.
Both companies then worked together as part of a consortium led by the University of Leeds, on a BBSRC Newton-Bhabha project aiming to translate existing IB technology on extraction of sugar from waste in India.
As well as supporting translation of research in a developing country, a patent application on the methodology supporting this work at a full-scale extraction plant level was approved.
Following on from their participation in BBSRC funded projects, Fiberight has since gained EU Horizon 2020 funding to showcase their work at industrial demonstration scale.
AMT has entered a commercial equipment rental agreement with Fiberight to aid them in the scale-up of their waste recovery technology on this project and others in the future.
Both companies continue to work with academic partners and ECRs, providing them with valuable exposure to industry and aiding in upskilling of the IB community.
Across many developing countries, there is a lack of suitable fuel for energy needs, particularly in rural areas.
An international team of UK, Indian, and Ugandan scientists and industry partners, through a BBSRC funded Global Challenges Research Fund project, have developed biodigesters that break down waste biomass through anaerobic digestion to generate biogas.
Led by the University of Leeds, the project is delivering demonstration units in rural areas of India and Uganda that are now being used by local communities for cooking.
Water hyacinth was used because it invades waterways, damaging the ecosystem and preventing communities from using the water for fishing or other activities.
The removal and clean-up of rivers is associated with high operational costs, environmental concerns and spread of diseases.
The project focuses on the utilisation of invasive aquatic macrophytes such as water hyacinth in combination with nutrient rich waste and immobilised microbial systems. It maximises the production of biogas, clean water and recovery of these nutrients in low-income communities, by developing innovative biotechnology solutions that promote resource efficiency and long-term sustainable services.
Defiant Renewables is an industry partner to the project and playing a key role in developing the technology in terms of designing bioreactors and highly active bacterial consortium to effectively produce large quantities of biogas from water hyacinth.
Supplied with different mixes of biomass, four demonstration digesters have been built for the use of local communities.
Locals have been engaged in the process, educated, and trained in this work, helping to build their knowledge of anaerobic digestion for producing biogas.
The team are now developing the technology further and exploring its potential for use in other countries.
Formed in 2018, Holiferm is a spin-out company focused on the production of surfactants, a key ingredient in household and personal care products.
Holiferm is facilitating the transition of the $42 billion surfactant market away from harmful, fossil fuel-based chemicals to biobased alternatives, resulting in biodegradable products that are also low in ecotoxicity.
These products have applications in personal care, home care, industrial cleaning and agricultural settings.
The technology was first demonstrated in the lab of a Reader in Chemical Engineering at The University of Manchester, with research being driven by then PhD student, who is now CEO of the organisation.
A number of small grants from various BBSRC NIBB provided targeted support at critical time points in the development of Holiferm’s technology, supporting work with industry partners and allowing the company to grow.
In September 2021, a £5.8 million investment from the US based company, Rhapsody Venture Partners, was the latest capital investment secured by Holiferm.
Holiferm won the Innovation Award at the Chemicals Northwest Awards 2022 for their patented gravity separation fermentation technology.
Holiferm is set to launch its second and third fermentation derived biosurfactants to market in 2024 and now employs 52 people.
These are rhamnolipid and Mannosylerythritol lipids.
They are currently being readied for pilot scale production before they go into a full manufacturing process at their Liverpool plant.
Top image: Credit: ultramansk, iStock, Getty Images Plus via Getty Images
This is the website for UKRI: our seven research councils, Research England and Innovate UK. Let us know if you have feedback or would like to help improve our online products and services .
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Types of research papers.
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Although research paper assignments may vary widely, there are essentially two basic types of research papers. These are argumentative and analytical .
Argumentative
In an argumentative research paper, a student both states the topic they will be exploring and immediately establishes the position they will argue regarding that topic in a thesis statement . This type of paper hopes to persuade its reader to adopt the view presented.
Example : a paper that argues the merits of early exposure to reading for children would be an argumentative essay.
An analytical research paper states the topic that the writer will be exploring, usually in the form of a question, initially taking a neutral stance. The body of the paper will present multifaceted information and, ultimately, the writer will state their conclusion, based on the information that has unfolded throughout the course of the essay. This type of paper hopes to offer a well-supported critical analysis without necessarily persuading the reader to any particular way of thinking.
Example : a paper that explores the use of metaphor in one of Shakespeare's sonnets would be an example of an analytical essay.
*Please note that this LibGuide will primarily be concerning itself with argumentative or rhetorical research papers.
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Researchers at the Francis Crick Institute have shown that the balance of bacteria in the gut can influence symptoms of hypopituitarism in mice.
They also showed that aspirin was able to improve hormone deficiency symptoms in mice with this condition.
Christophe Galichet and Robin Lovell-Badge were researching mouse Sox3 mutations, which cause hypopituitarism in mice and humans, at the National Institute for Medical Research (NIMR). When they transferred mice with Sox3 mutations from the NIMR to the Crick, they made an unexpected discovery.
People with mutations in a gene called Sox3 develop hypopituitarism, where the pituitary gland doesn’t make enough hormones. It can result in growth problems, infertility and poor responses of the body to stress.
In research published today in PLOS Genetics , the scientists at the Crick removed Sox3 from mice, causing them to develop hypopituitarism around the time of weaning (starting to eat solid food).
They found that mutations in Sox3 largely affect the hypothalamus in the brain, which instructs the pituitary gland to release hormones. However, the gene is normally active in several brain cell types, so the first task was to ask which specific cells were most affected by its absence.
The scientists observed a reduced number of cells called NG2 glia, suggesting that these play a critical role in inducing the pituitary gland cells to mature around weaning, which was not known previously. This could explain the associated impact on hormone production.
The team then treated the mice with a low dose of aspirin for 21 days. This caused the number of NG2 glia in the hypothalamus to increase and reversed the symptoms of hypopituitarism in the mice.
NG2 glia (red) in the median eminence, which connects the hypothalamus and the pituitary gland, are reduced in the mice with Sox3 mutations (right-hand panel).
Although it’s not yet clear how aspirin had this effect, the findings suggest that it could be explored as a potential treatment for people with Sox3 mutations or other situations where the NG2 glia are compromised.
It was a huge surprise to find that changes in the gut microbiome reversed hypopituitarism in the mice without Sox3. Christophe Galichet
When the National Institute for Medical Research (NIMR) merged with the Crick in 2015, mouse embryos were transferred from the former building to the latter, and this included the mice with Sox3 mutations.
When these mice reached the weaning stage at the Crick, the researchers were surprised to find that they no longer had the expected hormonal deficiencies.
After exploring a number of possible causes, lead author Christophe Galichet compared the microbiome – bacteria, fungi and viruses that live in the gut – in the mice from the Crick and mice from the NIMR, observing several differences in its makeup and diversity. This could have been due to the change in diet, water environment, or other factors that accompanied the relocation.
He also examined the number of NG2 glia in the Crick mice, finding that these were also at normal levels, suggesting that the Crick-fed microbiome was somehow protective against hypopituitarism.
To confirm this theory, Christophe transplanted faecal matter retained from NIMR mice into Crick mice, observing that the Crick mice once again showed symptoms of hypopituitarism and had lower numbers of NG2 glia.
Although the exact mechanism is unknown, the scientists conclude that the make-up of the gut microbiome is an example of an important environmental factor having a significant influence on the consequences of a genetic mutation, in this case influencing the function of the hypothalamus and pituitary gland.
Christophe Galichet , former Senior Laboratory Research Scientist at the Crick and now Research Operations Manager at the Sainsbury Wellcome Centre , said: “It was a huge surprise to find that changes in the gut microbiome reversed hypopituitarism in the mice without Sox3 . It’s reinforced to me how important it is to be aware of all variable factors, including the microbiome, when working with animals in research and how nurture can influence nature.”
Robin Lovell-Badge , Group Leader of the Stem Cell Biology and Developmental Genetics Laboratory at the Crick, said: “Hypopituitarism can result from trauma as well as rare mutations, and it can have some profound effects on health in general. As well as suggesting potential options for treatment, our work reinforces how important the gut-brain link is. The next step for this research will be to work out exactly how aspirin and the microbiome influence NG2 glia, and then study this effect in people so we can see if these relatively accessible interventions could help treat hypopituitarism.”
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Scientific Reports volume 14 , Article number: 22459 ( 2024 ) Cite this article
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Urine leakage volume is an important indicator reflecting the severity of incontinence in patients. Currently, there are limited smart diapers capable of continuous dynamic monitoring of urine volume. This study developed two types of urine volume sensors, resistive and capacitive, which were integrated with traditional diapers to assess urine leakage levels: mild leakage (0–5 mL), moderate leakage (6–12 mL), and severe leakage (above 12 mL). Three patterns of resistive urine volume sensors were designed, and the results showed that the A pattern could accurately determine urine volume and frequency levels. Additionally, three electrode spacing designs were tested for the capacitive urine volume sensors. The results indicated that the sensor with a 1 cm electrode spacing could determine the urine volume range, with each 1 mL increase in urine causing a capacitance rise of approximately 1.5–1.8 pF, with an error of about ± 0.5 mL per increment. Both resistive and capacitive methods showed high accuracy in monitoring urine volume and frequency. This study validated the feasibility of smart flexible fabric sensors in detecting urine volume and frequency, providing a potential solution for better assessing and managing the condition of incontinence patients.
Urinary incontinence refers to a condition where an individual is unable to control the release of urine, leading to accidental leakage 1 , 2 . Population-based studies have shown that urinary incontinence is more common in women than in men, with approximately 10% of adult women experiencing this condition 3 , 4 . Urinary incontinence can result in social isolation, depression, anxiety, and other psychological issues for patients, severely affecting their daily lives and work. As age increases, the elasticity of the body’s muscles declines, particularly the pelvic floor muscles, reducing the ability to control urine. This is especially true for individuals over the age of 55, where the prevalence of urinary incontinence significantly rises. In the current medical context, the study of urinary incontinence is of great importance 5 , 6 , 7 . A deeper understanding of the mechanisms and influencing factors of urinary incontinence helps in formulating more precise treatment and rehabilitation strategies, thereby improving the quality of life for patients 8 , 9 , 10 , 11 . The volume and frequency of leakage are critical indicators reflecting the severity of urinary incontinence; the greater the leakage volume and frequency, the more severe the condition.
With the continuous advancement of medical technology, smart textiles are gradually transforming our approach to healthcare. These smart textiles are more comfortable and easier to wear, effectively enhancing user applicability and comfort. Smart textiles provide new solutions for care, primarily including smart diapers 12 , smart pads 13 , incontinence pads 14 , underwear 15 , and mattresses 16 . These textiles are equipped with various sensors, such as humidity sensors that can monitor urine moisture in real-time. Through wireless data transmission, these smart textiles can provide instant urine monitoring data, making them widely applicable in the care of infants, incontinence patients, and long-term bedridden patients. In this revolutionary era, smart diapers, as an effective assistant for urinary incontinence patients and caregivers, are bringing convenience and comfort to daily life with their unique smart technology and user-friendly design 12 .
In recent years most of the researchers have investigated different preparation process moisture sensing and continuously proved out the feasibility of moisture sensing for urine output monitoring. Meltem Tekcin et al. 17 used office inkjet printers to fabricate moisture sensors by printing conductive PEDOT: PSS polymer inks on polyamide-based taffeta label fabrics, and dropping adult diapers with 0.1–100 mL of saline to simulate incontinence detection. The results showed that the resistance of the sensor varied with the amount of water. Ngo et al. 18 designed a wireless incontinence sensor system using flexible screen-printed Interdigital Electrodes (IDE) sensors and biocompatible electrically conductive PEDOT: PSS material, combined with a battery, a sensor signal-reading device, and a wireless module. The capacitive method is more reliable in detecting urine volume than the conventional resistive sensors for urinary incontinence. However, it is known from ink printing analysis that prolonged exposure to urine will lead to dissolution of some of the ink, which may be harmful to the human body. Parkova et al. 19 , 20 prepared two types of fabrics, single electrode sensors and dual electrode sensors, using a computerized embroidery machine to improve the comfort of the urine loss alarm system using a cotton fabric as the base and a polyamide silver-plated yarn as the embroidery yarn. Liang et al. 21 proposed that self-stretching BC/CNT (BCT) helical fibers with excellent mechanical properties were prepared by solution spinning and winding processes using bacterial cellulose (BC) as a water-sensitive matrix and carbon nanotubes (CNT) as the sensing material. Due to the design with helical structure, smart diapers with fast response were prepared by combining the fibers with diapers and weighing scales (weighing wires). However, for the existing conductive yarn prepared sensing, did not complete the continuous urine frequency monitoring, can only remind the leakage of urine, the main use scenario is used to remind infants and young children to change diapers, and did not form the incontinence patients leakage frequency and leakage of urine monitoring function.
This study proposes two types of wearable flexible fabric urine volume sensors based on different measurement principles to address the issues of light urine leakage volume and urination frequency monitoring in patients with various types of incontinence. Compared to previous research, it has been found that most studies are limited to laboratory tests without real-life on-body experiments or tests conducted by medical personnel specializing in pelvic diseases. These studies often lack accuracy in urination frequency detection and do not provide techniques for evaluating urine leakage volume. The current smart diapers available on the market primarily function to alert for diaper saturation or bowel movements and do not cater to incontinence patients with pelvic diseases. Many adult women suffer from incontinence, and when medical personnel inquire about their urination frequency and volume, most patients find it challenging to provide accurate information due to a lack of understanding or embarrassment about their condition. This significantly complicates the medical staff’s ability to assess and diagnose the severity of the incontinence. Through this study, we designed a highly sensitive interdigital flexible sensing circuit that demonstrated high accuracy in monitoring urine leakage volume and urination frequency using resistive humidity sensors. These sensors can accurately determine the range of urine leakage volume and frequency and have undergone corresponding on-body tests. The flexible capacitive sensors showed better accuracy in urine volume monitoring compared to the resistive sensors. However, because the capacitive sensors are significantly affected by external pressure, ongoing research is focused on mitigating these effects during on-body experiments. The planar studies on flexible capacitive sensors provide a foundation for subsequent on-body monitoring research. This technology for monitoring urine volume and frequency is characterized by ease of use and high accuracy, offering a more convenient and discreet treatment option for incontinence patients. It also provides clinicians with more precise and comprehensive data for disease assessment and treatment planning. Additionally, this technology has broad applications in medical research, sports training, and other fields, supporting the advancement of related domains.
Experimental materials.
The conductive materials chosen for the functional electrodes are silver-plated yarn with a fineness of 31.8 tex and a resistivity of 1.68 × 10 −5 Ω m, and graphene yarn with a resistivity of 2.5 × 10 −3 Ω m. The silver-plated conductive yarn consists of 18% silver and 82% nylon (manufacturers: Shenzhen Guolongfei Trading Co., Ltd.; Zhejiang Riffon Nano Biotechnology Co., Ltd.), with the basic mechanical properties shown in Table 1 . The electrode substrate materials are non-woven fabric I (polypropylene (PP) spunlace non-woven fabric; 25 g/m 2 ; Zhengzhou Yuli New Material Technology Co., Ltd.) and non-woven fabric II (polypropylene (PP) meltblown non-woven fabric; 20 g/m 2 ; Zhengzhou Yuli New Material Technology Co., Ltd.). The capacitive electrodes use silver-plated conductive fabric (composition: silver fiber; density: 100 g/m 2 ; manufacturer: Jinan Yumo Technology Co., Ltd.), and the base material is woven fabric made of raw cotton (composition: ultra-high molecular weight polyethylene fiber; manufacturer: Dongguan Sovet Special Thread Co., Ltd.). The adhesive spray used is from 3 M China Co., Ltd.
The conductive liquid used in the experiments was artificial urine with a pH of 6.5 (manufactured by Dongguan Chuang feng Automation Technology Co, Ltd). The liquid carrier was selected as Jie hu jia adult diapers (Beijing Bei shute Maternal and Child Supplies Co, Ltd), specifically designed for urinary incontinence patients, featuring an inner core with larger capacity and faster absorption rate.
Brother Automatic Embroidery and Sewing Machine NV180 (Brother (China) Commercial Co, Ltd): This machine allows the independent design of patterns on design software and automatic embroidery. The electrode pattern design software used was PE-DESIGN 10.
Data Acquisition Module with nRF52832 Chip (Nordic Company): This module serves as the main control chip for data collection.
LCR Meter (Model: IM3533-01, Manufacturer: HIOKI Corporation, Japan): Used for collecting capacitance data.
Multimeter (Model: VC89A, Manufacturer: Victor (Sheng li) Corporation): Utilized for checking if the freshly embroidered sensors are short-circuited.
Sensor structure design.
For the design of the resistive sensor, a serpentine electrode array was formed on hydrophilic non-woven fabric using silver-plated conductive yarn through sewing techniques. The sensor layer was tightly adhered to the surface of the diaper using adhesive spray, encapsulating it to integrate leakage detection and diaper functionality into a smart diaper. Diapers generally consist of four parts: the surface layer, flow guide layer, absorbent core layer, and bottom layer 22 , 23 , 24 , 25 . In this study, the urine volume sensor was embedded between the surface layer and the flow guide layer of the diaper. This configuration is shown in Fig. 1 .
To measure urine leakage and frequency using the capacitive method, the sensor needs to be combined with the diaper selected for this study for performance testing. The design for measuring urine volume and leakage frequency using the capacitive method involves placing the sensor layer at the bottom layer of the diaper to receive capacitive data. The functions and materials of each layer are similar to those of the resistive smart diaper. As shown in Fig. 1 .
( a ) Resistive urine volume sensor structure and liquid absorption diagram; ( b ) capacitive smart diaper structure and liquid absorption diagram.
Design and fabrication of resistive sensor.
In this study, silver-plated yarn was chosen as the conductive material, and hydrophilic non-woven fabric and hydrophobic non-woven fabric were used as the substrate and insulating materials, respectively, to fabricate the sensor. Considering the standard dimensions of diapers commonly used by patients and comfort requirements, specific size limitations were applied in the research, with the diaper size set at 7 cm × 24 cm. Therefore, the overall dimensions of the electrode pattern were limited within the range of 5 cm × 20 cm.
Design requirements: The sewn part on the surface of the sensor should be smooth and uniform; there should be no distortion in the overall conduction spacing; no short circuits should occur in the conductive areas, and good contact needs to be ensured.
Design of conduction spacing and patterns: Preliminary experiments revealed that the liquid absorption and spreading of each drop of artificial urine on the substrate material ranged approximately from 0.5 to 0.7 cm. Therefore, in this study, the designed conduction spacing for the urine volume sensor’s serpentine electrode array was set at 0.5 cm. To investigate the influence of different patterns on urine volume sensing performance, three different patterns, labeled A, B, and C, were designed with varying numbers of modules and different arrangements. Pattern A: This pattern comprises 2 conductive lines and 1 module, occupying the entire urine volume sensor area. Pattern B: This pattern includes 4 conductive lines and 3 modules arranged in an “upper-middle-lower” configuration. Pattern C: This pattern features 5 conductive lines and 4 modules arranged in a “cross” configuration. To ensure the flexibility of the designed sensor and to avoid discomfort during wear, straight-line stitches were used in the sewing process, with a stitch distance of 1.0 mm. The design schematic is illustrated in Fig. 2 .
The designed resistive urine volume sensing patterns are sewn using a Brother NV180 automatic embroidery and sewing machine. The specific preparation process is as follows: First, cut two pieces of hydrophilic non-woven fabric (Q1, Q2) measuring 10 cm × 25 cm each. Sew the conductive yarn onto Q1 according to the designed pattern, ensuring continuity and consistent spacing of each wire during the sewing process. Next, trim any burrs on the completed sensor and use a multimeter to check for any breaks in individual wires or short circuits between adjacent wires. If any wire is broken or adjacent wires are short-circuited, the urine volume sensor is considered faulty and needs to be re-prepared.
After confirming the functionality of the semi-finished urine volume sensor using a multimeter, proceed with the assembly process. Overlay Q2 onto the sensor, and apply conductive tape at the junctions of the conductive yarn. Utilize snap fasteners at the conductive tape locations to secure the layers. After fastening, cut a piece of hydrophobic non-woven fabric measuring 10 cm × 15 cm. Use this fabric to cover areas outside the urine volume sensor pattern. Its purpose is to prevent urine from dripping onto conductive yarn outside the sensor pattern during experiments, ensuring the accuracy of experimental data. Following these steps, the resistive urine volume sensor is fully assembled and prepared for use. Its physical appearance is depicted in Fig. 2 .
( a ) Urine volume sensor design; ( b ) resistive urine volume sensor physical image.
Following the selection of the fabrication process used for the resistive urine volume sensor and considering practicality for optimal results, the fabrication process for the capacitive urine volume sensor also involves sewing. Initially, the conductive electrodes are connected to the surface of the base material using black polyester yarn. Subsequently, during the sewing process, the yarn is threaded through the base material using stitches, securing the electrode yarn on it. Wave patterns are incorporated to enhance both decorative aspects and comfort. Throughout the sewing process, it is ensured that the electrode yarn is tightly and securely connected to the base material, preventing any looseness or breakage to ensure reliable electrode contact.
For the fabrication of the capacitive urine volume sensor, silver-plated conductive fabric and cotton woven fabric are chosen as the conductive and base materials, respectively. Considering the specifications of diapers commonly used by patients as well as comfort, the dimensions of the entire urine volume sensor are set at 10 cm × 28 cm, within the constraints of the selected diaper size (7 cm × 24 cm).
Design requirements: The sewn surface of the sensor must be smooth and uniform. Ensuring a tight and secure connection between the electrode yarn and the base material is imperative. Avoiding situations of loosening or breakage is crucial to guarantee excellent electrode contact.
The size of the capacitor is directly related to the area facing the electrodes and the alignment of the electrodes. Considering that a larger electrode area can increase the capacitance value, enhancing sensitivity, it’s important to balance this with the potential difficulties and costs associated with excessively large electrode areas. Additionally, there are constraints posed by the size of the diaper. Thus, this study maintains a consistent electrode area, with individual electrodes measuring 3 cm × 28 cm, and only varies the distance between the electrodes.
The sensitivity of a capacitive sensor is inversely proportional to the distance between the electrodes; a smaller distance between electrodes can increase the sensitivity but might also lead to mutual interference between the electrodes. Generally, the electrode spacing should be moderate, ensuring sensitivity while minimizing mutual interference. The distance between electrodes is also influenced by the presence of urine; if the distance between electrodes is too small, urine might form a bridge between them, causing erroneous measurements. When designing the electrode spacing, the flow of urine needs to be considered to prevent such occurrences. Therefore, the design of the electrode distance for capacitive urine volume sensors needs to consider multiple factors, including sensitivity and the flow of urine.
Therefore, this design keeps the electrode area constant and only varies the distance between the two electrodes. Three different electrode spacings have been chosen: 1 cm, 2 cm, and 3 cm. The design diagram is illustrated in Fig. 3 .
( a ) Urine volume sensing design diagram; ( b ) capacitive urine volume sensing prototype.
Resistive measurement process.
Using the resistive method to measure urine volume primarily involves evaluating urine volume and frequency based on the analog resistance values. A urine volume detection platform was designed and constructed, with a data acquisition front-end module sampling frequency of 50 Hz. The Analog-to-Digital Converter (ADC) converts analog signals into digital values, representing the relative magnitude of input signals within a specified range. Therefore, all sampled values of the data acquisition device in this study are analog resistance values, and the waveform changes on the upper computer represent amplitude changes, not actual resistance or voltage values.
To begin, open the serial port debugging assistant on the computer to receive analog resistance data. Use a disposable sterile syringe to draw a quantified amount of artificial urine and drop it at regular intervals onto the same location of the diaper to activate the embedded urine volume sensor. The data acquisition device transmits the collected resistance values in real-time to the computer via the serial port debugging assistant. After completing an experiment, save the raw data in Excel and use Origin to plot charts to observe changes in analog resistance. Through these steps, the entire process of measuring urine volume using the resistive method is completed. Refer to Fig. 4 for details.
( a ) Schematic diagram of resistive urine volume measurement; ( b ) physical setup for resistive urine volume measurement.
The sampling amplitude range (K) of the data acquisition device in this study is from 0 to 950, with around 925 considered as “returning to the initial state”. As artificial urine drops, the analog resistance begins to decrease, and as the urine permeates, the analog resistance gradually rises. The specific experimental steps are as follows: Start by opening the serial port debugging assistant on the computer to receive data. The initial values of the development board are around 925. Secure the resistive urine volume sensor and the diaper with a clip, flatten them on a surface, connect the front-end module to the urine volume sensor using DuPont wires, connect the front-end module to the computer, and then start the experiment. On the smart diapers designed with three different urine volume sensors (A, B, and C), drop 1 mL, 2 mL, and 3 mL of artificial urine respectively. Drip once every 2 min, and drop 5 times for each milliliter. Then, based on the sampling amplitude values collected by the front-end module, plot trend curves to observe and evaluate the urine volume sensors. It is essential to simulate real urinary incontinence scenarios as closely as possible, by dropping artificial urine at the same position of the urine volume sensor and avoiding the edges of the diaper. After completing the 5 drops of urine experiment, continue observing the analog resistance changes for about 1 min. Develop urine volume grades based on the sensor’s performance and qualitatively assess urine volume and frequency.
The data acquisition device in this study had a sampling capacitance range of 0–60 pF. The “initial state recovery” capacitance values differed for smart diapers with different electrode spacings. As artificial urine drops, the capacitance value gradually increases, and with the infiltration of urine, the rising trend of capacitance becomes smoother. The specific experimental steps are as follows: Turn on the LCR meter, set the mode to LCR mode, adjust the instrument parameters as follows: measurement frequency at 1 kHz, measurement level signal at CV 1.5 V, voltage/current limit off, DC bias off, trigger set to INT, range set to HOLD 10 MΩ, measurement speed set to MED, averaging off, trigger delay at 0.2 s, and trigger synchronization output function off. Adjust the spacing between the electrodes, fix the capacitive urine volume sensor and the diaper, spread them flat on a plane, and use the LCR meter’s clamp to hold them on the protruding electrode fabric. Then start the experiment. Use a disposable sterile medical syringe to draw a specific volume of artificial urine. Drop 1 mL, 2 mL, and 3 mL of artificial urine on smart diapers with three different electrode spacings, respectively. Drip once every 1 min, 10 times for each milliliter. Then, collect the capacitance data using the LCR meter, plot the trend curve, observe, and evaluate the manufactured urine volume sensor. As shown in Fig. 5 .
( a ) Schematic of capacitance-based urine volume testing; (b) physical setup for capacitance-based urine volume testing.
For the evaluation of the leakage range using the resistance method, assessment is primarily based on the sampling amplitude changes, with evaluation references including the response difference value (KX), response final value (RFV), response minimum value (RMV), response rate (KL), and response final value (RFv).
In the case of the capacitive method for evaluating urinary incontinence range, the assessment was primarily based on the variation in values obtained from the LCR tester.
\(\varepsilon\) is the dielectric constant of the material between the electrodes, S is the effective area of the opposing metal electrodes, d is the distance between the opposing metal electrodes.
Standard deviation of capacitance increase:
x is the mean of the capacitance increase, xn is the individual capacitance increase values, S is the standard deviation of the capacitance increase.
Experiment results and analysis for pattern a.
The module structure of pattern A is shown in the figure. At the central position of pattern A, 1 mL, 2 mL, and 3 mL of artificial urine were dropped every 2 min, with 5 drops per milliliter each time. The sampling amplitude change curves of module 1 are shown in Fig. 6 .
Schematic diagram of module A structure and sampling amplitude change graphs for different urine volumes ( a )1 mL, ( b ) 2 mL, ( c ) 3 mL.
The analysis of sampling amplitude changes for module 1 in the above figure is summarized in Table 2 . The response difference is denoted by KX, and the response rate is denoted by KL (%).
Based on the analysis of Fig. 6 ; Table 2 , it is found that the resistance sensing in Pattern A cannot accurately determine the specific urine volume. Therefore, this design will define three levels of urinary incontinence: mild, moderate, and severe. The range for mild incontinence is 0–5 mL, moderate incontinence is 6–12 mL, and severe incontinence is above 12 mL.
Pattern A for urine volume sensing consists of only one module covering the entire urine volume sensing area. Therefore, this analysis does not involve the position and quantity of urine volume sensing modules. From the figure and table, a common trend is observed: as artificial urine continues to drip, the difference in response values of urine volume sensing gradually decreases, and the recovery rate of sampling amplitude also decreases. There is no significant relationship between urine volume and the lowest value of sampling amplitude during dripping.
In the experiment where 1 mL of artificial urine was dropped each time, totaling 5 mL of artificial urine, the resistance-based urine volume sensing still shows a significant difference in response values, indicating that there is still some distance from saturation of the diaper, hence defined as mild urinary incontinence.
In the experiment where 2 mL of artificial urine was dropped each time, after the first two drops, which is 4 mL of artificial urine, the resistance-based urine volume sensing also shows a significant difference in response values, consistent with the analysis above. However, after the third drop of artificial urine, the KX value of the urine volume sensing remains around 75, and KL also remains around 12%. At this point, the diaper has absorbed a considerable amount of urine, thus defined as moderate urinary incontinence.
In the experiment where 3 mL of artificial urine was dropped each time, the sampling amplitude variation of urine volume sensing in the first 4 drops is generally consistent with the analysis above. However, when the last drop of artificial urine is added, KL can still reach over 10%, but KX is only 28. At this point, the smart diaper is approaching saturation, thus defined as severe urinary incontinence above 12 mL.
For pattern A, when the KX value can consistently remain above 100, it is defined as mild urinary incontinence. When the resistance KX is less than 100 but greater than 50, and KL remains above 10%, it is defined as moderate urinary incontinence. When KX is less than 50 or KL is less than 10%, it is defined as severe urinary incontinence. The frequency of urinary leakage is determined to be 5 times based on the KX change interval values, consistent with the actual titration frequency.
The structure of module B is shown in the diagram below. At the central position of pattern B, 1 mL, 2 mL, and 3 mL of artificial urine are dropped every 2 min. As this sensor is designed with module two at the center, modules 1 and 3 serve mainly as reference modules for observing urine permeation. Each milliliter is dropped 5 times, and the sampling amplitude variation curves for modules 1, 2, and 3 are shown in Fig. 7 .
Depicts the schematic diagram of module B, illustrating the amplitude variation in sampling for different urine volumes ( a ) 1 mL, ( b ) 2 mL, ( c ) 3 mL.
The analysis of the amplitude variation in sampling for Module 2, as depicted in the above figure, is summarized in Table 3 .
Through the analysis of Fig. 7 ; Table 3 , it is still evident that there is a common pattern in the change of sampling amplitudes. Specifically, this design cannot accurately determine the specific urine volume. As artificial urine continues to drip, the KX and KL of urine volume sensors gradually decrease, and the relationship between urine volume and the lowest sampling amplitude during dripping is not significant.
The three modules in Pattern B are distributed in an “upper-middle-lower” pattern. Artificial urine always drips into the central part of the sensor. As a result, when there is sufficient urine, it starts to spread upwards and downwards, causing changes in resistance in the upper and lower modules. As observed from the figure, when the urine volume is between 2 and 5 mL, the sampling amplitudes of the upper and lower modules start to change, and they still follow the common pattern mentioned earlier.
Therefore, Pattern B did not achieve the expected results, and there is not much difference in KX and KL between the 1mL dripping experiment and the 3 mL dripping experiment. Pattern B can only detect mild urinary incontinence as defined earlier. This also indicates that with a larger measurement range, i.e., measuring larger volumes (4 mL, 5 mL, 6 mL) of urine, the device can still differentiate, but more urine is required to reach saturation. Additionally, based on the KX change interval, it can be determined that the leakage frequency of 5 times matches the actual dripping times in Module 2. However, there are sometimes deviations in leakage positions, leading to increased difficulty in analyzing leakage frequency in other modules.
The structure of Module C is shown in the figure below. Every 2 min, 1 mL, 2 mL, and 3 mL of artificial urine are dripped in the center of module C, with a total of 5 drips. The sampling amplitude change curves for module 1, module 2, module 3, and module 4 are shown in Fig. 8 .
Structure schematic of Module C—Sampling amplitude change graph for different urine volumes ( a ) 1 mL, ( b ) 2 mL, ( c ) 3 mL.
The modules in Pattern C are distributed in a “field” shape. When artificial urine is dropped in the center of the smart diaper, the sampling amplitudes of all four modules will change. However, the general rule of sampling amplitude change can still be observed from the graph, where a larger urine volume leads to a lower sampling amplitude recovery rate and a smaller sampling amplitude recovery difference. However, there are significant differences between Pattern C and Patterns A and B. From the graph, it can be observed that when artificial urine is dropped in volumes ranging from 0 to 5 mL, the sampling amplitudes of all modules generally recover to above 450. After dropping urine volumes of 6–12 mL, the differences in sampling amplitude changes between the modules become significant, making it difficult to determine moderate urinary leakage. When urine volumes exceed 12 mL, the sampling amplitudes of Module 1 and Module 2 begin to recover more slowly, but it cannot be solely determined as severe urinary leakage based on the small difference in sampling amplitude recovery between Module 1 and Module 2.
Therefore, Pattern C can determine mild urinary leakage. However, when the urine volume exceeds 5 mL, there are significant differences in sampling amplitudes between modules, along with some oscillation intervals, making it difficult to distinguish between moderate and severe urinary leakage. This also indicates that Pattern C is not suitable for estimating urine volume using the resistance method, highlighting the importance of careful design in urine volume measurement. Based on the KX variation range, urinary leakage frequency is estimated to be 5–7 times, which deviates from the actual urinary leakage count. Thus, Pattern C’s assessment of urinary frequency and volume is prone to errors and increases analytical complexity.
According to the cross-point circuit flexible sensing electrode for Patterns A, B, and C, the relationship between urine volume and resistance sensing is summarized in Table 4 .
Based on the A, B, C crossed finger circuit flexible sensing electrodes, the correlation between urinary frequency and the resistance sensing method is determined. Each instance where KX exceeds 25 is recorded as one urinary leakage occurrence.
Experiment and analysis of 1 cm electrode spacing.
When the electrode spacing is 1 cm, the initial capacitance value of the LCR tester is approximately 8.20 pF. Artificial urine, 1 mL, 2 mL, and 3 mL, respectively, is dropped every minute at the central position of the capacitive sensor pad. The artificial urine is dropped ten times per milliliter. The capacitance change curve is shown in Fig. 9 .
Capacitance variation with different urine volumes ( a ) 1 mL, ( b ) 2 mL, ( c ) 3 mL; ( d ) physical setup for urine volume testing.
Based on the analysis from Fig. 9 ; Table 5 , when the electrode spacing is 1 cm, the capacitance is quite sensitive. On average, the capacitance increases by approximately 1.5–1.8 pF per milliliter of artificial urine droplet. However, there is a considerable variance, indicating a high level of data dispersion. This preliminary judgment is likely due to the high sensitivity of the LCR tester, making it susceptible to significant environmental influences.
Therefore, a 1 cm electrode spacing can determine the range of urine volume, with an error of approximately ± 0.5 mL for each drop of artificial urine. The larger the urine volume, the greater the error, thus the accuracy of urine volume measurement with a 1 cm electrode distance in capacitive method is somewhat limited. However, it can roughly analyze the range of urine leakage values, and based on the DS variation, determine a leakage frequency of 10 times, consistent with the actual titration count.
When the electrode spacing is 2 cm, the initial capacitance value of the LCR tester is approximately 6.50 pF. Artificial urine droplets of 1 mL, 2 mL, and 3 mL are sequentially dropped onto the central position of the capacitance sensor in the urine volume sensor every minute, with 10 droplets for each milliliter of artificial urine. The capacitance change curves are illustrated in Fig. 10 .
Capacitance variation with different urine volumes. ( a ) 1 mL, ( b ) 2 mL, ( c ) 3 mL; ( d ) physical setup for urine volume testing.
The comprehensive comparison of capacitance changes with a 2 cm electrode spacing, as analyzed from Fig. 10 , is presented in Table 6 .
From Fig. 10 ; Table 6 , it can be observed that with a 2 cm electrode spacing, there is significant variation in capacitance. The average capacitance increase per milliliter differs significantly between the 1 mL artificial urine drop experiment and the 2 mL and 3 mL urine drop experiments. There is a notable difference in variance, indicating a high level of data dispersion.
Therefore, the 2 cm electrode distance urine volume sensing did not achieve the expected experimental results, as it cannot detect urine volume accurately. However, based on the DS variation, a leakage frequency of 10 times was determined, consistent with the actual titration count.
When the electrode spacing was 3 cm, the initial capacitance value measured by the LCR tester was approximately 5.30 pF. Artificial urine was dropped onto the central position of the capacitive sensor patch at intervals of 1 min, with 1 mL, 2 mL, and 3 mL of artificial urine being dropped each time. This process was repeated 10 times for each milliliter of artificial urine, and the capacitance change curve is shown in Fig. 11 .
The comprehensive comparison of capacitance changes with a 3 cm electrode spacing, as analyzed from Fig. 11 , is presented in Table 7 .
From Fig. 11 ; Table 7 , it can be observed that with a 3 cm electrode spacing, the capacitance change is relatively small, exhibiting unclear variations. There is a significant difference in the average capacitance increase per milliliter between the experiments with 1 mL artificial urine drops and those with 2 mL and 3 mL drops. The variance is high, indicating a considerable level of data dispersion.
Therefore, the 3 cm electrode distance urine volume sensing did not achieve the expected experimental results, as it cannot detect urine volume accurately. Additionally, based on the DS variation, monitoring the leakage frequency becomes challenging due to small DS variation values, leading to potential misjudgments and impacting the accuracy of leakage frequency monitoring.
Based on the tests with 1 cm, 2 cm, and 3 cm electrode distances, it was determined that a 1 cm electrode distance can more accurately analyze the range of urine leakage and ensure the accuracy of leakage frequency monitoring. A DS variation range of 1.5–1.8 pF corresponds to a urine leakage of 1 mL, and DS variation values greater than 0.4 pF are recorded as instances of leakage.
According to this study, a 1 cm electrode spacing can more accurately analyze the range of urinary incontinence volume. To validate the accuracy of monitoring urinary incontinence volume and frequency with a 1 cm electrode spacing, random titration tests were conducted using 1–10 mL of artificial urine, simulating random leaks 10 times. The resulting capacitance change curve is shown in Fig. 12 .
Capacitance variation graph for random urinary volume titration.
The capacitance values corresponding to the titration of random urinary volumes are analyzed from Fig. 12 and presented in Table 8 .
Based on the analysis of Fig. 12 ; Table 8 , random titration of artificial urine resulted in a capacitance increase of 85.43 pF. According to the sensor analysis with a 1 cm electrode spacing, the capacitance value changes by 1.5–1.8 pF per milliliter of artificial urine. Therefore, the estimated range of urinary incontinence is 47.45–56.93 mL. Integrating the data from the random simulation of artificial urine titration, a total of 56 mL was dripped, resulting in a monitoring difference of 0.93–8.55 mL compared to the actual urine leakage volume. Additionally, based on the DS change range, 10 instances of urine leakage were detected, consistent with the actual frequency of urine leakage. This analysis of urine leakage volume and frequency demonstrates that a 1 cm electrode spacing provides a basis for monitoring and analyzing urine leakage, aiding healthcare professionals in diagnosing the severity of urinary incontinence.
Volunteers in the laboratory walking test.
To validate the feasibility of the study, the completed forked circuit flexible sensor was tested on volunteers by dripping 1 mL of artificial urine for the first three times, 2 mL for the fourth and fifth times, and 3 mL for the sixth and seventh times, totaling 13 mL of artificial urine. This is illustrated in Fig. 13 .
( a ) Upper body test image; ( b ) upper body test data graph.
Based on Fig. 13 , the changes in KX and KL after each simulated urine leakage for A sensor pattern on the human body are shown in Table 9 .
Based on the analysis of Fig. 13 ; Table 9 , it is determined that the number of urinary leaks per drop of artificial urine is 7 times, which is consistent with the actual simulated urinary leak frequency. Judging from the KX value change interval and KL value for each drop of artificial urine in the table, it is determined that the urinary leakage volume is between 6 and 12 mL, with a small difference from the actual urinary leakage volume of 13 mL, which meets the error tolerance. This proves the feasibility of the A sensing pattern.
By contacting the local hospital, enlisting a basin disease health care workers as volunteers, the fork finger circuit flexible sensing upper body experiments, to complete the real urine leakage and leakage frequency monitoring, considering the volunteers’ own reasons, there is no photo of the volunteers, the volunteers agreed to keep the relevant data. As shown in Fig. 14 .
Variation of sampling amplitude with different urine volumes.
The changes in KX and KL after each instance of real urine leakage in human volunteers with the A sensing pattern are analyzed from Fig. 14 and shown in Table 10 .
Analysis from Fig. 14 ; Table 10 reveals that each drop of artificial urine resulted in a KX value indicating urinary leakage frequency of 7 times. The medical volunteer indicated consciously controlling 7 instances of urinary leakage, aligning with the monitoring results of A pattern for urinary leakage frequency. According to the KX value intervals for each drop of artificial urine in the table, the initial urinary leakage with a KX value of 68 and subsequent KX values consistently below 100, alongside the KL values, suggest a urinary leakage volume exceeding 24 mL. Weighing the used diaper after volunteer use confirmed a true urinary leakage volume of 33 mL, with a discrepancy of 9mL from the predicted urinary leakage volume. However, this validates the accuracy of A sensing pattern in monitoring urinary leakage frequency, providing an effective basis for estimating urinary leakage volume.
To address the monitoring challenges of urinary incontinence in patients, this study designed and fabricated both resistive and capacitive urine volume sensors, and analyzed their respective performance. By designing patterns for resistive urine volume sensing and determining electrode distances for capacitive urine volume sensing, these two types of sensors were prepared and integrated into the structure of regular diapers, resulting in smart diapers. This provided two effective preparation methods for feasible monitoring of urinary volume and frequency. Additionally, the relevant performance indicators of the sensors were outlined, providing a basis for further analysis and discussion. Furthermore, reliable urine volume sensors were selected. In the resistive urine volume sensing test, leakage levels were defined as follows: 0–5 mL for mild leakage, 6–12 mL for moderate leakage, and above 12 mL for severe leakage. The optimal A pattern could identify three levels of urinary leakage, whereas the B and C patterns could only detect mild leakage, making it difficult to distinguish between moderate and severe leakage. The A pattern largely met the desired objectives. In the capacitive urine volume sensing test, a 1 cm electrode spacing could determine the range of urine volume. Specifically, each 1 mL drop resulted in a capacitance increase of approximately 1.5–1.8 pF, with an error margin of about ± 0.5 mL per drop. This performance generally met the desired objectives. Through the 1 cm electrode spacing capacitance sensing random urine titration test, after analyzing the monitoring data to derive the relevant leakage interval and leakage frequency, the monitoring results will be compared with the real leakage volume and leakage frequency, to prove the feasibility of the 1 cm electrode spacing capacitance method of sensing. Through the upper-body test of A-pattern resistive sensing, we proved the accuracy of the resistive method in monitoring the frequency of urine leakage and the evaluation interval of urine leakage, and cooperated with the healthcare personnel related to pelvic diseases to conduct the upper-body leakage test to prove the feasibility of the A-pattern resistive method.
All data that support the finding of this study are included in this manuscript and its supplementary information files.
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This study was supported by the Science and Technology Guidance Project of China National Textile and Apparel Council in 2021.
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College of Textile, Zhongyuan University of Technology, Zhengzhou, 450007, Henan, China
Fan Xiong, Yunfei Li, Zheng Wang, Jinli Zhou, Hongying Yang, Mengzhao Fan, Chaoran Yang, Junjie Zheng, Chenxiao Wang & Cheng Guo
Henan Province Collaborative Innovation Center of Textile and Garment Industry, Zhengzhou, 450007, Henan, China
School of Textiles and Fashion, Shanghai University of Engineering Science, Shanghai, 201620, China
Chuanle Xie
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F.X. and Y.L. participated in the design of the study, literature review, writing, and manuscript revision. C.X., Z.W., J.Z., H.Y., M.F., C.Y., J.Z., C.W., and C.G. were involved in the manuscript revision. All authors have read and approved the submitted version.
Correspondence to Fan Xiong .
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Xiong, F., Li, Y., Xie, C. et al. Research on dynamic urine volume detection system based on smart flexible textile sensors. Sci Rep 14 , 22459 (2024). https://doi.org/10.1038/s41598-024-73179-0
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DOI : https://doi.org/10.1038/s41598-024-73179-0
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This report, prepared in response to the Bridging the Gap for New Americans Act (Pub. L. No. 117–210, enacted in October 2022) focuses on immigrants and refugees who are lawfully present in the U.S., arrived during the 5 years prior to the law, and have occupational credentials or academic degrees obtained outside the United States. The report explores the size of the relevant population, the percentage among it that experiences difficulties obtaining employment commensurate with their credentials or academic preparation, the types of difficulties that individuals in this group experience, and the services provided by various organizations and public agencies to aid this group.
The report is based on a targeted literature review, an exploration of the available data on the relevant population, and a review of public and private programs that aid this population. While the study team found no recent studies or national datasets that cover the target population as defined in the statute, it did identify related data and information. Key findings include: 1) the number of immigrants with at least a college degree obtained outside the U.S. was estimated to be approximately 7 million, based on 2019 Census data from the American Community Survey (ACS); 2) based on the 2019 ACS, 24 percent of immigrants who obtained college degrees outside the U.S. accepted a job that did not require a college degree or were unemployed, 3) recredentialing or relicensing for such individuals is complex, expensive, and time-consuming, due to problems navigating licensing systems, lack of English language proficiency, and lack of sufficient funds, and 4) there are nonprofit organizations, state governments, and community colleges (all identified in the report) that have implemented strategies and approaches to address those various challenges.
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Types of Research Report are as follows: Thesis. Thesis is a type of research report. A thesis is a long-form research document that presents the findings and conclusions of an original research study conducted by a student as part of a graduate or postgraduate program. It is typically written by a student pursuing a higher degree, such as a ...
Research reports generally require a research design phase, where the report author(s) determine the most important elements the report must contain. Just as there are various kinds of research, there are many types of reports. Here are the standard elements of almost any research-reporting format: Report summary.
Types of Research Report The research report is classified based on two things; nature of research and target audience. Nature of Research. Qualitative Research Report; This is the type of report written for qualitative research. It outlines the methods, processes, and findings of a qualitative method of systematic investigation.
Comprehensive reports with in-depth analysis and information. 100-page research report on the effects of a new drug on a medical condition. Analytical. Focus on data analysis and provide insights or recommendations. Market research report analyzing consumer behavior trends and recommending marketing strategies.
Research reports are recorded data prepared by researchers or statisticians after analyzing the information gathered by conducting organized research, typically in the form of surveys or qualitative methods. A research report is a reliable source to recount details about a conducted research. It is most often considered to be a true testimony ...
Research reports contain a standard set of elements that include front matter. body. end matter; The following research report illustrates report format and provides examples of the kinds of material contained in the various sections of an experimental document. Note that the report has been excerpted.
There are five MAJOR parts of a Research Report: 1. Introduction 2. Review of Literature 3. Methods 4. Results 5. Discussion. As a general guide, the Introduction, Review of Literature, and Methods should be about 1/3 of your paper, Discussion 1/3, then Results 1/3. Section 1: Cover Sheet (APA format cover sheet) optional, if required.
An APA-style research report begins with a ... outline procedures, and present many other kinds of information. Each table and figure appears on its own page. Tables are numbered in the order that they are first mentioned in the text ("Table 1," "Table 2," and so on). Figures are numbered the same way ("Figure 1," "Figure 2 ...
Abstract. This guide for writers of research reports consists of practical suggestions for writing a report that is clear, concise, readable, and understandable. It includes suggestions for terminology and notation and for writing each section of the report—introduction, method, results, and discussion. Much of the guide consists of ...
A research design is a strategy for answering your research question using empirical data. Creating a research design means making decisions about: Your overall research objectives and approach. Whether you'll rely on primary research or secondary research. Your sampling methods or criteria for selecting subjects. Your data collection methods.
Research Methodology. Research Report. ChapterPDF Available. WRITING RESEARCH REPORT. July 2016. July 2016. In book: Basic Guidelines for Research: An Introductory Approach for All Disciplines (pp ...
A research report is a publication that reports on the findings of a research project. [1]Research reports are produced by many sectors including industry, education, government and non-government organizations and may be disseminated internally, or made public (i.e. published) however they are not usually available from booksellers or through standard commercial publishing channels.
These types of reports are most useful when you want to show project stakeholders all the information relevant to your project to help them understand the benefits and drawbacks of the project. Use this report to: Get approval of the project. Identify the risks and expected profitability. Test business soundness.
Lab reports, recommendation reports, proposals, and white papers are just some of the professional documents that rely on research. These are the kinds of documents that can help organizations make decisions, solicit new clients and contracts, and communicate with the public.
Other common types include feasibility reports, research reports, and progress reports, each designed to fulfill specific objectives in different professional contexts. Recognizing the myriad types of reports and their applications is essential for effective communication and decision-making. While it's challenging to pinpoint an exact number ...
Market research, financial analysis, and performance reports are all examples of informative reports that help business leaders make informed choices and strategies. Government and policy: Government agencies use informative reports to share data and insights with the public, legislators, and policymakers.
Research Report Definition. According to C. A. Brown, "A report is a communication from someone who has information to someone who wants to use that information.". According to Goode and Hatt, "The preparation of report is the final stage of research, and it's purpose is to convey to the interested persons the whole result of the study, in sufficient detail and so arranged as to enable ...
Types of Research Report. Research report is mainly of 2 types: Technical report and Popular report. Technical Report. Technical report is one that is needed where complete written report of research study is needed for the purpose of public dissemination or record-keeping. In these report, data is presented in a simple manner and key results ...
Letters or short reports. Method article. Posters and slides. Registered report. Research article. Review article. Software tool articles. In scholarly literature, there are many different kinds of articles published every year. Original research articles are often the first thing you think of when you hear the words 'journal article'.
Top 14 Types Of Reports. 1. Informational Reports. The first in our list of reporting types is informational reports. As their name suggests, this report type aims to give factual insights about a specific topic. This can include performance reports, expense reports, and justification reports, among others.
Research methods are specific procedures for collecting and analyzing data. Developing your research methods is an integral part of your research design. When planning your methods, there are two key decisions you will make. First, decide how you will collect data. Your methods depend on what type of data you need to answer your research question:
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Although research paper assignments may vary widely, there are essentially two basic types of research papers. These are argumentative and analytical.. Argumentative. In an argumentative research paper, a student both states the topic they will be exploring and immediately establishes the position they will argue regarding that topic in a thesis statement.
An incidental discovery revealed the role of gut bacteria in hormone production . When the National Institute for Medical Research (NIMR) merged with the Crick in 2015, mouse embryos were transferred from the former building to the latter, and this included the mice with Sox3 mutations.. When these mice reached the weaning stage at the Crick, the researchers were surprised to find that they no ...
Research about the use of supply teachers in state-funded primary, ... Use of supply teachers in schools: research report. Ref: ISBN 978-1-83870-583-1 , RR1449 . PDF, 563 KB, 85 pages.
This study developed two types of urine volume sensors, resistive and capacitive, which were integrated with traditional diapers to assess urine leakage levels: mild leakage (0-5 mL), moderate ...
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This report, prepared in response to the Bridging the Gap for New Americans Act (Pub. L. No. 117-210, enacted in October 2022) focuses on immigrants and refugees who are lawfully present in the U.S., arrived during the 5 years prior to the law, and have occupational credentials or academic degrees obtained outside the United States. The report explores the size of the relevant population ...