Understanding research reports, financial analyst research reports, research report impact, conflicts of interest.
James Chen, CMT is an expert trader, investment adviser, and global market strategist.
A research report is a document prepared by an analyst or strategist who is a part of the investment research team in a stock brokerage or investment bank . A research report may focus on a specific stock or industry sector, a currency, commodity or fixed-income instrument, or on a geographic region or country. Research reports generally, but not always, have actionable recommendations such as investment ideas that investors can act upon.
Research reports are produced by a variety of sources, ranging from market research firms to in-house departments at large organizations. When applied to the investment industry, the term usually refers to sell-side research, or investment research produced by brokerage houses.
Such research is disseminated to the institutional and retail clients of the brokerage that produces it. Research produced by the buy-side, which includes pension funds, mutual funds, and portfolio managers , is usually for internal use only and is not distributed to external parties.
Financial analysts may produce research reports for the purpose of supporting a particular recommendation, such as whether to buy or sell a particular security or whether a client should consider a particular financial product. For example, an analyst may create a report in regards to a new offering being proposed by a company. The report could include relevant metrics regarding the company itself, such as the number of years they have been in operation as well as the names of key stakeholders , along with statistics regarding the current state of the market in which the company participates. Information regarding overall profitability and the intended use of the funds can also be included.
Enthusiasts of the Efficient Market Hypothesis (EMH) might insist that the value of professional analysts' research reports is suspect and that investors likely place too much confidence in the conclusions such analysts make. While a definitive conclusion about this topic is difficult to make because comparisons are not exact, some research papers do exist which claim empirical evidence supporting the value of such reports.
One such paper studied the market for India-based investments and analysts who cover them. The paper was published in the March 2014 edition of the International Research Journal of Business and Management. Its authors concluded that analyst recommendations do have an impact and are beneficial to investors at least in short-term decisions.
While some analysts are functionally unaffiliated, others may be directly or indirectly affiliated with the companies for which they produce reports. Unaffiliated analysts traditionally perform independent research to determine an appropriate recommendation and may have a limited concern regarding the outcome.
Affiliated analysts may feel best served by ensuring any research reports portray clients in a favorable light. Additionally, if an analyst is also an investor in the company on which the report is based, he may have a personal incentive to avoid topics that may result in a lowered valuation of the securities in which he has invested.
Researching the white paper:.
The process of researching and composing a white paper shares some similarities with the kind of research and writing one does for a high school or college research paper. What’s important for writers of white papers to grasp, however, is how much this genre differs from a research paper. First, the author of a white paper already recognizes that there is a problem to be solved, a decision to be made, and the job of the author is to provide readers with substantive information to help them make some kind of decision--which may include a decision to do more research because major gaps remain.
Thus, a white paper author would not “brainstorm” a topic. Instead, the white paper author would get busy figuring out how the problem is defined by those who are experiencing it as a problem. Typically that research begins in popular culture--social media, surveys, interviews, newspapers. Once the author has a handle on how the problem is being defined and experienced, its history and its impact, what people in the trenches believe might be the best or worst ways of addressing it, the author then will turn to academic scholarship as well as “grey” literature (more about that later). Unlike a school research paper, the author does not set out to argue for or against a particular position, and then devote the majority of effort to finding sources to support the selected position. Instead, the author sets out in good faith to do as much fact-finding as possible, and thus research is likely to present multiple, conflicting, and overlapping perspectives. When people research out of a genuine desire to understand and solve a problem, they listen to every source that may offer helpful information. They will thus have to do much more analysis, synthesis, and sorting of that information, which will often not fall neatly into a “pro” or “con” camp: Solution A may, for example, solve one part of the problem but exacerbate another part of the problem. Solution C may sound like what everyone wants, but what if it’s built on a set of data that have been criticized by another reliable source? And so it goes.
For example, if you are trying to write a white paper on the opioid crisis, you may focus on the value of providing free, sterilized needles--which do indeed reduce disease, and also provide an opportunity for the health care provider distributing them to offer addiction treatment to the user. However, the free needles are sometimes discarded on the ground, posing a danger to others; or they may be shared; or they may encourage more drug usage. All of those things can be true at once; a reader will want to know about all of these considerations in order to make an informed decision. That is the challenging job of the white paper author. The research you do for your white paper will require that you identify a specific problem, seek popular culture sources to help define the problem, its history, its significance and impact for people affected by it. You will then delve into academic and grey literature to learn about the way scholars and others with professional expertise answer these same questions. In this way, you will create creating a layered, complex portrait that provides readers with a substantive exploration useful for deliberating and decision-making. You will also likely need to find or create images, including tables, figures, illustrations or photographs, and you will document all of your sources.
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Learning how to conduct accurate, discipline-specific academic research can feel daunting at first. But, with a solid understanding of the reasoning behind why we use academic citations coupled with knowledge of the basics, you’ll learn how to cite sources with accuracy and confidence.
When it comes to academic research, citing sources correctly is arguably as important as the research itself. "Your instructors are expecting your work to adhere to these professional standards," said Amanda Girard , research support manager of Shapiro Library at Southern New Hampshire University (SNHU).
With Shapiro Library for the past three years, Girard manages the library’s research support services, which includes SNHU’s 24/7 library chat and email support. She holds an undergraduate degree in professional writing and a graduate degree in library and information science. She said that accurate citations show that you have done your research on a topic and are knowledgeable about current ideas from those actively working in the field.
In other words, when you cite sources according to the academic style of your discipline, you’re giving credit where credit is due.
Citing sources properly ensures you’re following high academic and professional standards for integrity and ethics.
“When you cite a source, you can ethically use others’ research. If you are not adequately citing the information you claim in your work, it would be considered plagiarism ,” said Shannon Geary '16 , peer tutor at SNHU.
Geary has an undergraduate degree in communication from SNHU and has served on the academic support team for close to 2 years. Her job includes helping students learn how to conduct research and write academically.
“In academic writing, it is crucial to state where you are receiving your information from,” she said. “Citing your sources ensures that you are following academic integrity standards.”
According to Geary and Girard, several key reasons for citing sources are:
Ultimately, citing sources is a formalized way for you to share ideas as part of a bigger conversation among others in your field. It’s a way to build off of and reference one another’s ideas, Girard said.
Any time you use an original quote or paraphrase someone else’s ideas, you need to cite that material, according to Geary.
“The only time we do not need to cite is when presenting an original thought or general knowledge,” she said.
While the specific format for citing sources can vary based on the style used, several key elements are always included, according to Girard. Those are:
By giving credit to the authors, researchers and experts you cite, you’re building credibility. You’re showing that your argument is built on solid research.
“Proper citation not only builds a writer's authority but also ensures the reliability of the work,” Geary said. “Properly formatted citations are a roadmap for instructors and other readers to verify the information we present in our work.”
Certain disciplines adhere to specific citation standards because different disciplines prioritize certain information and research styles . The most common citation styles used in academic research, according to Geary, are:
The benefit of using the same format as other researchers within a discipline is that the framework of presenting ideas allows you to “speak the same language,” according to Girard.
Are you writing a paper that needs to use APA citation, but don’t know what that means? No worries. You’ve come to the right place.
Are you writing a paper for which you need to know how to use MLA formatting, but don’t know what that means? No worries. You’ve come to the right place.
Keeping track of your research as you go is one of the best ways to ensure you’re citing appropriately and correctly based on the style that your academic discipline uses.
“Through careful citation, authors ensure their audience can distinguish between borrowed material and original thoughts, safeguarding their academic reputation and following academic honesty policies,” Geary said.
Some tips that she and Girard shared to ensure you’re citing sources correctly include:
How to cite a reference in academic writing.
A citation consists of two pieces: an in-text citation that is typically short and a longer list of references or works cited (depending on the style used) at the end of the paper.
“In-text citations immediately acknowledge the use of external source information and its exact location,” Geary said. While each style uses a slightly different format for in-text citations that reference the research, you may expect to need the page number, author’s name and possibly date of publication in parentheses at the end of a sentence or passage, according to Geary.
A longer entry listing the complete details of the resource you referenced should also be included on the references or works cited page at the end of the paper. The full citation is provided with complete details of the source, such as author, title, publication date and more, Geary said.
The two-part aspect of citations is because of readability. “You can imagine how putting the full citation would break up the flow of a paper,” Girard said. “So, a shortened version is used (in the text).”
“For example, if an in-text citation reads (Jones, 2024), the reader immediately knows that the ideas presented are coming from Jones’s work, and they can explore the comprehensive citation on the final page,” she said.
The in-text citation and full citation together provide a transparent trail of the author's process of engaging with research.
“Their combined use also facilitates further research by following a standardized style (APA, MLA, Chicago), guaranteeing that other scholars can easily connect and build upon their work in the future,” Geary said.
Developing and demonstrating your research skills, enhancing your work’s credibility and engaging ethically with the intellectual contributions of others are at the core of the citation process no matter which style you use.
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A former higher education administrator, Dr. Marie Morganelli is a career educator and writer. She has taught and tutored composition, literature, and writing at all levels from middle school through graduate school. With two graduate degrees in English language and literature, her focus — whether teaching or writing — is in helping to raise the voices of others through the power of storytelling. Connect with her on LinkedIn .
About southern new hampshire university.
SNHU is a nonprofit, accredited university with a mission to make high-quality education more accessible and affordable for everyone.
Founded in 1932, and online since 1995, we’ve helped countless students reach their goals with flexible, career-focused programs . Our 300-acre campus in Manchester, NH is home to over 3,000 students, and we serve over 135,000 students online. Visit our about SNHU page to learn more about our mission, accreditations, leadership team, national recognitions and awards.
Strategies for overcoming the disagreements that can stymie innovation.
Previous research has found that new ideas are seen as risky and are often rejected. New research suggests that this rejection can be due to people’s lack of shared criteria or reference points when evaluating a potential innovation’s value. In a new paper, the authors find that the more novel the idea, the more people differ on their perception of its value. They also found that disagreement itself can make people view ideas as risky and make them less likely to support them, regardless of how novel the idea is. To help teams get on the same page when it comes to new ideas, they suggest gathering information about evaluator’s reference points and developing criteria that can lead to more focused discussions.
Picture yourself in a meeting where a new idea has just been pitched, representing a major departure from your company’s standard practices. The presenter is confident about moving forward, but their voice is quickly overtaken by a cacophony of opinions from firm opposition to enthusiastic support. How can you make sense of the noise? What weight do you give each of these opinions? And what does this disagreement say about the idea?
University of Florida professor Rob Ferl first began doing space-related research in the 1990s.
In 2021, he and research partner Anna-Lisa Paul sent test tubes with British billionaire Richard Branson on a voyage to space on Virgin Galactic’s Unity spaceship. In 2022, they grew plants using soil from the moon . They’ve had 12 experiments at the International Space Station.
On Thursday, Ferl made history again when he became the first academic to conduct an experiment in space on a suborbital spacecraft through a NASA-funded program.
At 8:07 a.m. Thursday, Ferl and five other passengers launched on the Jeff Bezos-founded Blue Origin New Shepard to an altitude of 345,958 feet.
They spent several minutes in space before returning at 8:19 a.m. to West Texas.
Ferl’s experiment looked at how plants adapt in space, focusing on which genes are activated. He took samples prior to launch, then again from test tubes velcroed to his space suit in microgravity and again before reentry. The samples were preserved in special tubes that he and Paul developed. The researchers will spend the upcoming months analyzing the samples collected.
“It was everything that I thought it might be, and more so,” Ferl said. “If you have ever thought about what an amazing trip to space might look and feel like, I guarantee you, it does feel like that.”
Ferl said he loved the development of commercial space flights because they open up new routes to space.
Ferl said he’s excited about the prospect of researchers going to space and hopes his flight opens the door to further exploration.
“I think we have to understand what the limits of our life, our kind of life, is,” he said. “And so one of the big things to be able to take away from this research is, is how adaptable is our terrestrial life to living elsewhere?”
Divya Kumar is the higher education reporter. Reach her at [email protected].
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Human capital development lab, well-being at work us research report released (2024).
JHU researchers share new insights related to employee well-being in US Organizations. The study highlights the decline in the climate of workplace well-being since the COVID-19 pandemic through a comprehensive analysis of more than 1.5 survey respondents each year. The climate of Well-Being report outlines organizational factors that may affect employee well-being in the workplace. The research shows that successful organizations create a climate of well-being not by providing perks or benefits, rather they create a culture where people feel acknowledged, supported and connected. The new insights highlight the impact of flexible work arrangements, stress levels, industry practices, and persistent disparities among groups of people in the workplace.
Well-Being at Work
The research shows that successful organizations create a climate of well-being not by providing perks or benefits, rather they create a culture where people feel acknowledged, supported and connected. The new insights highlight the impact of flexible work arrangements, stress levels, industry practices, and persistent disparities among groups of people in the workplace.
Washington, D.C. — August 28, 2024 — How do employees experience the climate of their workplace when it comes to well-being? As it turns out, this varies by industry, demographic group, and organization, according to new research led by Johns Hopkins Carey Business School’s Human Capital Development Lab.
The link between employee well-being and performance has prompted leaders with motivation to explore how maximizing these once-overlooked factors may be central to increasing organizational success. However, achieving high levels of employee well-being is a feat that’s easier said than done.
The Well-Being at Work report uncovers the latest insights on organizational and individual factors that may influence employee well-being in the U.S. The study showcases the rise and decline of the climate of employee well-being across industries over the past five years, while considering influences like tenure, management level, confidence, and work arrangements, along with demographic differences based on race, gender, and age.
“Improving employee well-being can be complex – our research highlights a need for leaders to address organizational culture factors coupled with a more nuanced management approach to create a climate of well-being for all,” said Professor Rick Smith, faculty director at the Human Capital Development Lab and co-author of the study.
The overall findings show what many employees experienced in the first year of the COVID-19 pandemic: organizational leaders addressing the impact of this crisis by taking extra care to meet employee needs. The report shows that employees experienced a spike in the positive climate of well-being at the early periods of the pandemic. However, as workplaces transitioned back to pre-pandemic norms and more employees return to physical office spaces, the overall climate of well-being often regressed to the pre-pandemic level.
Associate Professor Michelle Barton, co-author of the study, adds, “The Covid pandemic heightened employers’ awareness of the importance of well-being, and many of the best organizations worked to create a positive work climate. The challenge now, will be to integrate those practices into everyday work life, rather than simply as a crisis response.”
The data from the report confirms that there is a link between remote work opportunities and a climate of well-being, suggesting a need for employers to address work-life balance challenges for the workforce. However, since managers typically encounter lower stress levels than their junior employees, some managers may not fully appreciate these needs. This research also highlights some important differences by gender and ethnic groups, showing that well-being in the workplace is still consistently lower for women and African Americans.
Interestingly enough, researchers also completed a comparison analysis of the climate of well-being between the top 100 companies listed in the Fortune 100 Best Companies, as recognized by Great Place To Work® , and non-ranked companies in 2023. They found that ranked firms have significantly higher employee well-being scores, further strengthening the potential link between employee well-being and organizations recognized as great places to work.
This research leverages data from Great Place To Work® , the world’s leader in identifying best workplaces. The flagship data was gathered using a proprietary employee survey, known as The Trust Index™ survey, which is administered to over 5000 organizations and over 4.5 million survey respondents each year around the world. To quantify a climate of well-being, researchers measured several key dimensions such as: mental and emotional support, sense of purpose, personal support, financial health, and meaningful connections.
Authors of the study include Rick Smith, a professor of practice and faculty director of the Human Capital Development Lab at Johns Hopkins Carey Business School; Michelle Barton, an associate professor of practice and academic program director of the Flex MBA Program at Johns Hopkins Carey Business School; Christopher Myers, an associate professor of management and organization and faculty director of the Center for Innovative Leadership at Johns Hopkins Carey Business School; and Marcus Erb, vice president of data science and innovation for Great Place To Work.
About Great Place To Work As the global authority on workplace culture, Great Place To Work brings 30 years of groundbreaking research and data to help every place become a great place to work for all. Its proprietary platform and For All™ Model help companies evaluate the experience of every employee, with exemplary workplaces becoming Great Place To Work Certified™ or receiving recognition on a coveted Best Workplaces™ list.
Follow Great Place To Work on LinkedIn , X , and Instagram or visit greatplacetowork.com and sign up for the newsletter to learn more.
The physics behind the most annoying thing that could ever happen to you: a paper cut, the physics behind a very annoying thing that could ever happen to you: a paper cut.
Scientists have figured out what type of paper is the most prone to cut skin. Kaare Jensen, associate professor of physics at the Technical University of Denmark, explains.
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Executive summary, cash-back transactions, benefits and costs to merchants.
Access to cash is a necessary component of a resilient financial system and dynamic economy. Many people rely on cash for day-to-day transactions due its privacy and reliability, and cash accessibility is particularly critical in the case of a disruption or outage of digital payment systems. While people use various means of getting cash, one common method is to get “cash back” at a store when making a purchase with a debit or prepaid card. This option may be particularly important in banking deserts and in areas where banks and ATM operators charge significant fees. Retailers are essentially filling a void in access to cash, which has historically been supplied by banks and credit unions in an affordable way.
Providing cash back is valuable to consumers and merchants. Survey data show that it is a popular method to get money via consumers’ bank debit or prepaid cards. Merchants offer cash back to attract customers and reduce their cash handling costs. In its recent engagement and market monitoring, the CFPB observed that some retailers charge a fee for this transaction.
This spotlight provides an overview of consumers’ use of cash back, the benefits and costs of such transactions to merchants, and the practices of other market actors which do not charge fees for this service. The CFPB also analyzed the cash-back fees of a sample of national retailers.
Fees for cash back may serve as a barrier and reduce people’s access to cash when they need it. The CFPB will continue to monitor developments related to the fees consumers pay for accessing cash, and the underlying failure of banks and credit unions to adequately supply cash throughout the country in an affordable manner.
This section summarizes the importance of cash availability and the use of cash-back as an access point for consumers.
Cash is a critical part of a resilient payment ecosystem. Surveys show people still try to have cash on hand 1 and nearly 90 percent of people used cash in the last 30 days. 2 Cash accessibility is necessary should other types of digital payment systems experience failures, 3 such as in the event of a natural disaster or some other catastrophe, 4 or a technological malfunction at a single company. 5 Additionally, some populations are more reliant on cash than others for day-to-day transactions. For example, cash is more frequently used by people with lower incomes, racial minorities, and older Americans than other populations. 6 As discussed below, cash back is a common method for obtaining cash for many consumers.
Consumers may obtain cash during the completion of a purchase transaction at certain stores when using a PIN-authenticated debit card or prepaid card at the register. Some merchants also provide cash back at self-service registers. Consumers typically must choose from pre-set withdrawal amount options presented at the payment terminal at the time of the transaction. In a cash-back transaction, consumers are usually limited to a maximum withdrawal amount ranging from $5 to $50, though some merchants may allow higher amounts.
CFPB analysis of data from the Diary and Survey of Consumer Payment Choice (Survey) found that from 2017 to 2022, cash withdrawals at retail locations made up 17 percent of all transactions by which people got cash from their checking account, savings account, or prepaid card. As shown in Figure 1, cash withdrawals at retail are second only to ATMs (61%) and more frequently used than bank tellers (14%). The Survey and methodology are discussed in the Tables and Notes section .
Source : CFPB tabulations of the Diary and Survey of Consumer Payment Choice.
The Survey data also show that from 2017 to 2022, cash withdrawals at a retail location (restricted to those where the source of funds was the consumer’s checking, savings, or a prepaid card) had a mean withdrawal amount of $34 (median: $20). 7 By contrast, during this same timeframe, the mean ATM withdrawal among survey participants was $126 (median: $100). 8 A study by researchers at the Federal Reserve Bank of Atlanta utilizing Survey data found that cash withdrawals at a retail store had the lowest average amount of cash withdrawal, and noted that “[t]he amount of cash received at a retail store is constrained by the store’s limits, so the amount of cash received in this way is not necessarily at the discretion of the consumer.” 9
Cash back may serve as a particularly important point of access in the absence of other banking services. A 2014 study by the Federal Reserve Bank of Richmond analyzed cash-back transactions from a national discount retail chain from 2010 to 2012. 10 Looking specifically at the Richmond bank’s district, the area with the highest frequency of cash-back transactions was in the southeastern region of South Carolina, an area “that has been subject to ‘persistent poverty’” and “has some of the sparsest dispersion of bank branches.” 11 The study also illustrated the lucrative nature of cash-back fees: During the course of this study period, the merchant introduced a fee for cash back. Data from this report indicates that the retailer collected approximately $21 million in cash-back fees in a year. 12
Merchants benefit from offering cash back at point-of-sale. First, the service may attract potential shoppers, either people making a purchase in order to get cash back or people who prefer one retail location over another in order to conveniently combine tasks. Second, it reduces merchants’ cash handling costs. 13 Dispensing cash to consumers, such as through cash-back transactions, reduces merchants’ supply of cash and therefore also reduces their cost of handling, transporting, and depositing excess cash.
Merchants incur costs for processing any type of payment transaction, including cash-back transactions. On any purchase using an electronic payment method, including a PIN-authorized debit-card or prepaid card, a merchant will incur a range of fees for processing that payment, such as interchange, network, and processing fees. While the merchant incurs these fees for a consumer’s purchase, there is an additional cost for providing cash back to the consumer.
To assess this additional transaction cost to the merchant for providing cash back, the CFPB modeled potential scenarios based on publicly available data and our market monitoring activities. The model incorporates estimates of merchant-incurred fees, such as interchange, network, processing, and fraud control fees. Methodology is discussed in detail in the Table and Figure Notes. The CFPB estimates that the additional marginal transactional cost to a merchant for processing a typical cash-back debit card transaction may range from a penny to about 20 cents (Table 1).
Example Retailer | Purchase Amount | Merchant Transaction Cost for Purchase Only | Additional Merchant Cost for $10 Cash Back | Additional Merchant Cost for $40 Cash Back |
---|---|---|---|---|
National Discount Chain | $20 | $0.33 | $0.05 | $0.19 |
National Grocery Store | $20 | $0.33 | $0.01 | $0.02 |
Source : CFPB calculations based on public data about industry practices and averages. See Table and Figure Notes below for methodology .
This section provides an analysis of cash-back fee practices of eight national retail chains. It includes a discussion of the variation of these practices among these national chains and other actors, such as local independent grocers. The analysis is supplemented by market monitoring discussions with merchants about fees, costs, and consumer trends, both among merchants who charge cash back fees and those who do not. The CFPB also conducted consumer experience interviews and reviewed consumer complaints submitted to the CFPB. It concludes with a discussion of how these fees appear to function differently than fees for cash withdrawals at ATMs.
As of August 2024, there is no publicly available survey data regarding merchants’ cash-back practices or fees. To establish a baseline, the CFPB documented the fee practices of eight large retail companies. The sample consists of the two largest retail actors, measured by number of locations, across four different sectors: Dollar Stores, Grocery Stores, Drugstores, and Discount Retailers. 14 Using this approach, the eight retailers sampled are: Dollar General and Dollar Tree Inc. (Dollar Stores), Kroger Co. and Albertsons Companies (Grocery Stores), Walgreens and CVS (Drugstores), and Walmart and Target (Discount Retailers).
All retailers in our sample offer cash-back services, but only Dollar General, Dollar Tree Inc., and Kroger Co. brands charge a fee. Other retailers offer cash-back for free, even for withdrawal amounts similar to or larger than those provided by the three retailers who charge. (Table 2). Among the national chains that charge these cash-back fees, the CFPB estimates that they collect over $90 million in fees annually for people to access their cash. 15
Company | U.S. Stores | Fee for Cash Back | Maximum Withdrawal Amount (Per Transaction) |
---|---|---|---|
Dollar General | 20,022 | $1 to $2.50, depending on amount and other variables | $40 |
Dollar Tree Inc. | 16,278 | Family Dollar: $1.50 | $50 |
Kroger Co. | 2,722 | Harris Teeter brand: | Harris Teeter brand: $200 |
Albertsons Brand | 2,271 | No | $200 |
Walmart | 5,214 | No | $100 |
Target | 1,956 | No | $40 |
Walgreens | 8,600 | No | $20 |
CVS | 7,500 | No | $60 |
Source : CFPB analysis of the retail cash-back market. See Table and Figure Notes for methodology .
Beyond these national chains, there are other providers offering cash back as a free service to their customers. Through its market monitoring activities, the CFPB observed that many local independent grocers offer the service, but do not charge a fee. They do not charge a fee even though they are likely to have thinner profit margins and less bargaining power than national chains to negotiate on pricing on costs they incur from wholesalers or fees for payment processors. The U.S. Postal Service also offers cash back on debit transactions, in increments of $10 up to a $50 maximum, free of charge. 16
Among the merchants sampled, Dollar General and Dollar Tree Inc. charge the highest fees for withdrawal amounts under $50. These fees combined with the constrained withdrawal amount may mean that the fee takes up a hefty percentage relative to the amount of cash withdrawn, and people may be less able to limit the impact of the fee by taking out more cash.
Additionally, the geographic distribution of dollar store chains and their primary consumer base raises concerns that these fees may be borne by economically vulnerable populations and those with limited banking access. Dollar stores are prevalent in rural communities, low-income communities, and communities of color – the same communities who may also face challenges in accessing banking services. 17 For example, Dollar General noted that in 2023 “approximately 80% of [its] stores are located in towns of 20,000 or fewer people,” 18 while Dollar Tree Inc. operated at least 810 dual-brand combination stores (Family Dollar and Dollar Tree in a single building) designed specifically “for small towns and rural communities…with populations of 3,000 to 4,000 residents.” 19
Though they are open to and serve consumers of all income levels, dollar stores report that they locate stores specifically to serve their core customers: lower-income consumers. 20 In urban communities, one study shows, “proximity to dollar stores is highly associated with neighborhoods of color even when controlling for other factors.” 21 These same communities may also face challenges in accessing banking services. Low-income communities and communities of color often face barriers to access to banking services, and rural communities are 10 times more likely to meet the definition of a banking desert than urban areas. 22
Though the dollar store concept existed as far back as the 1950s, it has experienced significant expansion and consolidation since the 2000s. 23 Dollar Tree Inc. acquired Family Dollar in 2015. 24 From 2018 to 2021, nearly half of all retail locations opened in the U.S. were dollar stores. 25 In research examining the impact of dollar store expansion, studies indicate that the opening of a dollar store is associated with the closure of nearby local grocery retailers. 26
In its scan of current market practices, the CFPB found variations in fee charges among store locations and brands owned by the same company. For example, as reflected in Table 2, Dollar Tree charges consumers $1 for cash back at Dollar Tree branded stores, but $1.50 in its Family Dollar stores. Similarly, Kroger Co. has two different fee tiers for its brands. In 2019, Kroger Co. rolled out a $0.50 cash-back fee for amounts of $100 or less, and $3.50 for amounts between $100 and $300. This took effect at brands such as Kroger, Fred Meyers, Ralph’s, QFC, Pick ‘N Save, and others. At the time of the rollout, the company noted two exceptions: Electronic benefits transfer (EBT) card users would not be charged a fee, and customers using their Kroger Plus card would not be charged for amounts under $100 but would be charged $0.50 for larger amounts. Kroger Co. acquired the southern grocery chain Harris Teeter in 2014, but it did not begin charging a cash-back fee at those stores until January 2024, at $0.75 for amounts of $100 or less, and $3 for larger amounts. 27
In its engagement with stakeholders, the CFPB learned that Dollar General’s fees appeared to vary in different locations. To better understand this potential variation, in December 2022, the CFPB mystery shopped at nine locations in one state, across a mix of rural, suburban, and urban communities. The CFPB acknowledges this is a small sample and is not intended to be representative. The data collected is based on the knowledge of the store associates at the time of each interaction.
In these findings, the CFPB learned of a range of fee variations across store locations: five of the nine respondents noted that the fee varies depending on the type of card used for the transaction. When probed for the meaning of “type of card,” most noted that it is dependent on the customer’s bank, though it is not exactly clear what fees will be triggered by what card type prior to initiating the transaction. Additionally, reported fees range from $1 to $2.50, with some stores reporting a flat fee structure of $1.50 and others reporting a range that tiered up with larger withdrawal amounts (with a cap of withdrawal amounts at $40). Most stores in this sample had a range of fees between $1.00 and $1.50, although two stores located in small, completely rural counties had a higher range of fees. The store located in the smallest and most isolated county within the sample, with only about 3,600 people, had the highest reported fee amount of $2.50.
One of the market dynamics likely contributing to retailers’ ability to charge these fees is the high fees also charged to consumers for using out-of-network automated teller machines (ATMs). One source estimates that the average out-of-network ATM fee is $4.77, accounting for both the surcharge fee charged by the ATM owner and the foreign fee charged by the consumer’s financial institution. 28 By comparison, a $2 fee for cash back at a retailer may appear cheaper, and usually does not trigger an additional fee by the consumers’ financial institution or prepaid card issuer. Notwithstanding the high ATM fees, there are reasons for focused attention on the consumer risk of cash-back fees charged by retailers, primarily the amount of the fee relative to the value of the cash withdrawal and the distribution of the fee burden across income groups.
In a typical ATM transaction, a consumer has a greater ability to distribute the cost of the fee across a larger amount of cash than with cash back. There may be some exceptions to this for consumers who have only $10 or $20 in their bank account, but as shown in Table 3, low-income consumers and others withdraw greater amounts at ATMs than via cash-back, on average. In cash-back transactions, lower withdrawal limits are in place, and consumers do not have that option to withdraw larger amounts. CFPB analysis of the Diary and Survey of Consumer Payment Choice from 2017 to 2022 show that even among consumers with incomes below $50,000, the amount withdrawn at an ATM is more than double the typical cash-back withdrawal amount. Additionally, for the average and median amounts, across all incomes the ATM withdrawal amounts are larger than cash-back withdrawal amounts. (Table 3).
Income | Average ATM Withdrawal | Average Cash-back Withdrawal | Median ATM Withdrawal | Median Cash-back Withdrawal |
---|---|---|---|---|
Less than $25,000 | $144 | $45 | $65 | $20 |
$25,000 to $49,999 | $113 | $35 | $60 | $25 |
$50,000 to $74,999 | $113 | $29 | $84 | $20 |
$75,000 to $99,000 | $114 | $45 | $100 | $26 |
$100,000 or more | $146 | $33 | $100 | $20 |
|
|
|
|
|
Source: CFPB tabulations of the Diary and Survey of Consumer Payment Choice. See Table and Figure Notes for methodology .
Further, while merchants limit the amount of a single withdrawal, there is no limit on the number of withdrawals. So, if a consumer needs $100 cash at a store which limits a single withdrawal to a maximum amount of $50 with a $2 fee, the consumer would have to make two $50 withdrawals for a $4 fee plus the cost of any otherwise unwanted purchase required to access the cash-back service.
Finally, the burden of cash-back fees may be distributed differently than ATM fee burdens. The share of borrowers who pay ATM fees for cash withdrawals is relatively evenly distributed across income levels, according to a study based on the Diary and Survey of Consumer Payment Choice. 29 The study found little variation in the percentage of consumers who encountered a fee for an ATM cash withdrawal by income quintile, though the study did not look at the amount of the ATM fees paid. Analogous data are not available for cash-back fees, but a similarly even distribution across incomes is unlikely given the demographics of the consumer base served by the largest retailers which charge fees (dollar stores).
While the use of digital payment methods is on the rise, cash accessibility remains a critical component of a resilient financial infrastructure and dynamic economy. Bank mergers, branch closures, and bank fee creep have reduced the supply of free cash access points for consumers. In this void, people may be more reliant on retailers for certain financial services historically provided by banks and credit unions, such as cash access. In this context, we observe that some retailers provide cash back as a helpful service to their customers, while other retailers may be exploiting these conditions by charging fees to their consumers for accessing their cash.
This spotlight examines the presence of retailer cash-back fees and impact to consumers. Cash-back fees are being levied by just a small handful of large retail conglomerates (Dollar General, Dollar Tree Inc., and Kroger Co.) amidst a backdrop of consolidation in these segments. Meanwhile, other larger retailers continue to offer cash-back services free. The CFPB estimates cash-back fees cost consumers about $90 million a year.
The CFPB is concerned that reduced access to cash undermines the resilience of the financial system and deprives consumers of a free, reliable, and private means of engaging in day-to-day transactions. The CFPB will continue to monitor developments related to the fees consumers pay for accessing cash, and work with agencies across the federal government to ensure people have fair and meaningful access to the money that underpins our economy.
Notes for figure 1.
The Federal Reserve Bank of Atlanta’s annual Diary and Survey of Consumer Payment Choice (Survey) tracks consumers’ self-reported payment habits over a three-day period in October using a nationally representative sample. The survey includes a question about whether and how consumers access cash, such as where they made the withdrawal, the source of the cash, and the amount of the withdrawal. Figure 1 provides a percentage of all cash-back withdrawal transactions from a bank account, checking account, or prepaid card reported between 2017 and 2022, by location (ATM, Retail point-of-sale, Bank teller, and Other). The number of observations during this time is 192 transactions. It does not include cash-back transactions made using a credit card cash advance feature or other form of credit.
This model assumes that 80 percent of the merchant transaction cost is due to interchange fees, 15 percent due to network fees, and 5 percent due to payment acquirer fees. It also includes a $0.01 fee for fraud protection. For regulated transactions, the interchange fees are $0.22 + 0.05% of the transaction amount. Regulated transactions are those where the debit card used is issued by a bank with more than $10 billion in assets, and subject to 15 U.S.C. § 1693o-2. Exempt transactions are those not subject to this statutory cap on interchange fees. While Mastercard does not publish its fees for exempt transactions, Visa does. This model uses Visa’s published fees as of October 2023 for card-present transactions: for the National Discount Chain, the fees for Exempt Retail Debit ($0.15 + 0.80%), and for the National Grocery Chain, Exempt Supermarket Debit ($0.30 flat fee). An October 2023 Federal Reserve report on interchange fee revenue found that in 2021, the most recent data available, 56.21 percent of debit transactions were regulated and 43.79 percent were exempt. This composition is reflected in the table.
The storefront counts for each of the retailers come from their websites, last visited on March 28, 2024, or their most recent reports to investors. Fee information was gathered either through publicly available information such as the merchant’s website, and/or verified through the CFPB’s market monitoring activities.
Dollar Tree Inc. announced on March 13, 2024 that it will close 1,000 of its Family Dollar and Dollar Tree brands stores over the course of the year. If those closures occur, Dollar Tree, Inc. will still have over 15,000 storefronts across the country.
In October 2022, Kroger Co. and Albertsons Companies announced their proposal to merge, though on February 26, 2024, the Federal Trade Commission and nine state attorneys general sued to block this proposal, alleging that the deal is anti-competitive. On April 22, 2024, Kroger Co. and Albertsons Companies announced a revised plan in which, if the merger is approved, the combined entity would divest 579 stores to C&S Wholesalers. If the divestiture occurs, the combined entity will still have over 4,400 stores across the country.
See above notes for Figure 1 about the Diary and Survey of Consumer Payment Choice (Survey). Table 3 provides mean and median amounts of ATM and Retail point-of-sale cash withdrawal transactions by income. In the Survey, participants were asked to report the total combined income of all family members over age 15 living in the household during the past 12 months. From these responses, we constructed five income brackets – four of $25,000 each plus a fifth bin for any respondents reporting more than $100,000 in annual household income for each respondent in each year.
See e.g., Jay Lindsay, A Fatal Cash Crash? Conditions Were Ripe for It After the Pandemic Hit, but It Didn’t Happen , Fed. Rsrv. Bank of Boston (Nov. 2, 2023), https://www.bostonfed.org/news-and-events/news/2023/11/cash-crash-pandemic-increasing-credit-card-use-diary-of-consumer-payment-choice.aspx
Kevin Foster, Claire Greene, & Joanna Stavins, The 2023 Survey and Diary of Consumer Payment Choice , Fed. Rsrv Bank of Atlanta (June 2024), https://doi.org/10.29338/rdr2024-01
See e.g., Hilary Allen, Payments Failure, Boston College Law Review, Forthcoming, American University, WCL Research Paper No. 2021- 11, (Feb. 21, 2020) available at https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3539797
See e.g., Scarlett Heinbuch, Cash Is Critical in Times of Crisis , Fed. Rsrv. Bank of Atlanta (Mar. 7, 2022), https://www.atlantafed.org/blogs/take-on-payments/2022/03/07/cash-in-crisis
See e.g., Carly Page, Square Says It Has Resolved Daylong Outage , TechCrunch, (Sept. 8, 2023), https://techcrunch.com/2023/09/08/square-day-long-outage-resolved/ . See also Caroline Haskins, The Global CrowdStrike Outage Triggered a Surprise Return to Cash , Wired, (July 19, 2024), https://www.wired.com/story/microsoft-crowdstrike-outage-cash/ .
See Berhan Bayeh, Emily Cubides and Shaun O’Brien, 2024 Findings from the Diary of Consumer Payment Choice , Fed. Rsrv. (May 13, 2024), https://www.frbservices.org/binaries/content/assets/crsocms/news/research/2024-diary-of-consumer-payment-choice.pdf (findings related to low-income consumers and older Americans use of cash); Emily Cubides and Shaun O’Brian, 2023 Findings from the Diary of Consumer Payment Choice , Fed. Rsrv., (May 19, 2024), https://www.frbsf.org/cash/wp-content/uploads/sites/7/2023-Findings-from-the-Diary-of-Consumer-Payment-Choice.pdf (findings related to unbanked households use of cash), and Michelle Faviero, , More Americans are Joining the ‘Cashless’ Economy ,” Pew Rsch. Ctr, (Oct. 5, 2022), https://www.pewresearch.org/short-reads/2022/10/05/more-americans-are-joining-the-cashless-economy/ (findings related to use of cash by race and other demographics).
Similarly, the average cash-back withdrawal amount was $33 in 2012, the most recent data available from the Federal Reserve Payments Study. The study was based on self-reported information from financial institutions surveyed by the Federal Reserve. Of the reported transactions, 73 percent were debit cards with an average amount of $33 and 27 percent on general purpose prepaid cards with an average withdrawal amount of $19. 2013 Federal Reserve Payments Study: Recent and Long-Term Payment Trends in the United States: 2003 – 2012 , Fed. Rsrv. Bd. (July 2014), https://www.frbservices.org/binaries/content/assets/crsocms/news/research/2013-fed-res-paymt-study-summary-rpt.pdf
The amounts in the Survey are lower than the average ATM withdrawal amounts reported in 2022 Federal Reserve Payments study, which utilizes data from surveying financial institutions. Per this study, in 2021, the average ATM withdrawal was $198. The Federal Reserve Payments Study: 2022 Triennial Initial Data Release , Fed. Rsrv. Bd. (Apr. 21, 2023), https://www.federalreserve.gov/paymentsystems/fr-payments-study.htm
Claire Green and Oz Shy, How Consumers Get Cash: Evidence from a Diary Survey , Fed. Rsrv. Bank of Atlanta, (Apr. 2019), at 5, https://www.atlantafed.org/-/media/documents/banking/consumer-payments/research-data-reports/2019/05/08/how-consumers-get-cash-evidence-from-a-diary-survey/rdr1901.pdf (finding, “For the largest amounts of cash, respondents mostly turned to employers, with an average dollar value of cash received of $227. At bank tellers and ATMs, consumers also received average dollar values greater than the overall average: $159 and $137, respectively. Consumers received smaller amounts from family or friends ($93) and, notably, cash back at a retail store ($34). All these dollar amounts are weighted. The amount of cash received at a retail store is constrained by the store’s limits, so the amount of cash received in this way is not necessarily at the discretion of the consumer.”)
Neil Mitchell and Ann Ramage, The Second Participant in the Consumer to Business Payments Study , Fed. Rsrv. Bank of Richmond (Sept. 15, 2014), https://www.richmondfed.org/~/media/richmondfedorg/banking/payments_services/understanding_payments/pdf/psg_ck_20141118.pdf
Id. at 8, Figures 7 and 8.
See e.g., Stan Sienkiewicz, The Evolution of EFT Networks from ATMs to New On-Line Debit Payment Products , Discussion Paper, Payment Cards Ctr. of the Fed. Rsrv. Bank of Philadelphia (Apr. 2002), https://www.philadelphiafed.org/-/media/frbp/assets/consumer-finance/discussion-papers/eftnetworks_042002.pdf?la=en&hash=88302801FC98A898AB167AC2F9131CE1 (“The cash back option became popular with supermarket retailers, since store owners recognized savings as a result of less cash to count at the end of the day, a chore that represented a carrying cost to the establishment.”).
These market segments and retailers for purposes of markets analysis are similar to those used in other academic literature related to dollar store locations in the context of food access or impact on other market dynamics, such as on local grocers. See e.g., El Hadi Caoui, Brett Hollenbeck, and Matthew Osbourne, The Impact of Dollar Store Expansion on Local Market Structure and Food Access ,” (June 22, 2022), available at https://ssrn.com/abstract=4163102 (finding "In 2021, there were more of these stores operating than all the Walmarts, CVS, Walgreens, and Targets combined by a large margin.”) and Yue Cao, The Welfare Impact of Dollar Stores ,” available at https://yuecao.dev/assets/pdf/YueCaoDollarStore.pdf (last visited Aug. 23, 2024) (using the categories of dollar stores, groceries, and mass merchandise (such as Walmart) for comparisons across retail segments and noting that dollar stores regard these other segments as competitors).
Estimate based on information voluntarily provided in the CFPB's market monitoring activities.
What Forms of Payment are Accepted? U.S. Postal Serv., https://faq.usps.com/s/article/What-Forms-of-Payment-are-Accepted (last visited Aug. 23, 2024).
See generally, Stacy Mitchell, Kennedy Smith, and Susan Holmberg , The Dollar Store Invasion , Inst. for Local Self Reliance (Mar. 2023), https://cdn.ilsr.org/wp-content/uploads/2023/01/ILSR-Report-The-Dollar-Store-Invasion-2023.pdf . There is also extensive research on dollar store locations in other contexts such as food access and impact on consumer spending habits. El Hadi Caoui, Brett Hollenbeck, and Matthew Osbourne, The Impact of Dollar Store Expansion on Local Market Structure and Food Access ,” at 5, (June 22, 2022), available at https://ssrn.com/abstract=4163102
Dollar General Annual Report (Form10-K) at 7 (Mar. 25. 2024), https://investor.dollargeneral.com/websites/dollargeneral/English/310010/us-sec-filing.html?format=convpdf&secFilingId=003b8c70-dfa4-4f21-bfe7-40e6d8b26f63&shortDesc=Annual%20Report .
Dollar Tree, Inc. Annual Report (Form 10-K) at 7 (Mar. 20. 2024), https://corporate.dollartree.com/investors/sec-filings/content/0000935703-23-000016/0000935703-23-000016.pdf
See e.g., Dollar General Annual Report (Form10-K) at 7 (Mar. 25. 2024) (“We generally locate our stores and plan our merchandise selections to best serve the needs of our core customers, the low and fixed income households often underserved by other retailers, and we are focused on helping them make the most of their spending dollar.” And, Dollar Tree, Inc. Annual Report (Form 10-K) at 6 (Mar. 20. 2024), (“Family Dollar primarily serves a lower than average income customer in urban and rural locations, offering great values on everyday items.”)
Dr. Jerry Shannon, Dollar Stores, Retailer Redlining, and the Metropolitan Geographies of Precarious Consumption , Ann. of the Am. Assoc. of Geographers, Vol. 111, No. 4, 1200-1218 (2021), (analyzing over 29,000 storefront locations of Dollar General, Dollar Tree, and Family Dollar locations across the three largest MSA in each of the nine U.S. Census Bureau-defined divisions.)
Kristen Broady, Mac McComas, and Amine Ouazad, An Analysis of Financial Institutions in Black-Majority Communities: Black Borrowers and Depositors Face Considerable Challenges in Accessing Banking Services ,” Brookings Inst., (Nov. 2, 2021), https://www.brookings.edu/articles/an-analysis-of-financial-institutions-in-black-majority-communities-black-borrowers-and-depositors-face-considerable-challenges-in-accessing-banking-services/ and Drew Dahl and Michelle Franke, Banking Deserts Become a Concern as Branches Dry Up , Fed. Rsrv. Bank of St. Louis, https://www.stlouisfed.org/publications/regional-economist/second-quarter-2017/banking-deserts-become-a-concern-as-branches-dry-up (July 25, 2017).
El Hadi Caoui, Brett Hollenbeck, and Matthew Osbourne, The Impact of Dollar Store Expansion on Local Market Structure and Food Access ,” (June 22, 2022), available at https://ssrn.com/abstract=4163102 .
Dollar Tree Completes Acquisition of Family Dollar , Dollar Tree Inc., (July 6, 2015), available at https://corporate.dollartree.com/news-media/press-releases/detail/120/dollar-tree-completes-acquisition-of-family-dollar
El Hadi Caoui, Brett Hollenbeck, and Matthew Osbourne, The Impact of Dollar Store Expansion on Local Market Structure and Food Access ,” (June 22, 2022), available at https://ssrn.com/abstract=4163102 and Yue Cao, The Welfare Impact of Dollar Stores, https://yuecao.dev/assets/pdf/YueCaoDollarStore.pdf (last visited Aug. 23. 2024).
Evan Moore, Harris Teeter Introduces New Fees that Have Customers Upset. What To Know Before You’re Charged , Charlotte Observer, (Mar. 14, 2024), https://amp.charlotteobserver.com/news/business/article286627340.html
Karen Bennett and Matthew Goldberg, Survey: ATM fees Reach 26-year High While Overdraft Fees Inch Back Up , Bankrate.com (Aug. 21, 2024), https://www.bankrate.com/banking/checking/checking-account-survey/
Oz Shy and Joanna Stavins, Who Is Paying All These Fees? An Empirical Analysis of Bank Account and Credit Card Fees , Fed. Rsrv. Bank of Boston, Working Paper No. 22-18, at Table 2, (Aug. 2022), https://www.bostonfed.org/publications/research-department-working-paper/2022/who-is-paying-all-these-fees-an-empirical-analysis-of-bank-account-and-credit-card-fees .
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Published on August 30, 2022 by Tegan George . Revised on July 18, 2023.
A results section is where you report the main findings of the data collection and analysis you conducted for your thesis or dissertation . You should report all relevant results concisely and objectively, in a logical order. Don’t include subjective interpretations of why you found these results or what they mean—any evaluation should be saved for the discussion section .
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How to write a results section, reporting quantitative research results, reporting qualitative research results, results vs. discussion vs. conclusion, checklist: research results, other interesting articles, frequently asked questions about results sections.
When conducting research, it’s important to report the results of your study prior to discussing your interpretations of it. This gives your reader a clear idea of exactly what you found and keeps the data itself separate from your subjective analysis.
Here are a few best practices:
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If you conducted quantitative research , you’ll likely be working with the results of some sort of statistical analysis .
Your results section should report the results of any statistical tests you used to compare groups or assess relationships between variables . It should also state whether or not each hypothesis was supported.
The most logical way to structure quantitative results is to frame them around your research questions or hypotheses. For each question or hypothesis, share:
In quantitative research, it’s often helpful to include visual elements such as graphs, charts, and tables , but only if they are directly relevant to your results. Give these elements clear, descriptive titles and labels so that your reader can easily understand what is being shown. If you want to include any other visual elements that are more tangential in nature, consider adding a figure and table list .
As a rule of thumb:
Don’t forget to also mention any tables and figures you used within the text of your results section. Summarize or elaborate on specific aspects you think your reader should know about rather than merely restating the same numbers already shown.
A two-sample t test was used to test the hypothesis that higher social distance from environmental problems would reduce the intent to donate to environmental organizations, with donation intention (recorded as a score from 1 to 10) as the outcome variable and social distance (categorized as either a low or high level of social distance) as the predictor variable.Social distance was found to be positively correlated with donation intention, t (98) = 12.19, p < .001, with the donation intention of the high social distance group 0.28 points higher, on average, than the low social distance group (see figure 1). This contradicts the initial hypothesis that social distance would decrease donation intention, and in fact suggests a small effect in the opposite direction.
Figure 1: Intention to donate to environmental organizations based on social distance from impact of environmental damage.
In qualitative research , your results might not all be directly related to specific hypotheses. In this case, you can structure your results section around key themes or topics that emerged from your analysis of the data.
For each theme, start with general observations about what the data showed. You can mention:
Next, clarify and support these points with direct quotations. Be sure to report any relevant demographic information about participants. Further information (such as full transcripts , if appropriate) can be included in an appendix .
When asked about video games as a form of art, the respondents tended to believe that video games themselves are not an art form, but agreed that creativity is involved in their production. The criteria used to identify artistic video games included design, story, music, and creative teams.One respondent (male, 24) noted a difference in creativity between popular video game genres:
“I think that in role-playing games, there’s more attention to character design, to world design, because the whole story is important and more attention is paid to certain game elements […] so that perhaps you do need bigger teams of creative experts than in an average shooter or something.”
Responses suggest that video game consumers consider some types of games to have more artistic potential than others.
Your results section should objectively report your findings, presenting only brief observations in relation to each question, hypothesis, or theme.
It should not speculate about the meaning of the results or attempt to answer your main research question . Detailed interpretation of your results is more suitable for your discussion section , while synthesis of your results into an overall answer to your main research question is best left for your conclusion .
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I have completed my data collection and analyzed the results.
I have included all results that are relevant to my research questions.
I have concisely and objectively reported each result, including relevant descriptive statistics and inferential statistics .
I have stated whether each hypothesis was supported or refuted.
I have used tables and figures to illustrate my results where appropriate.
All tables and figures are correctly labelled and referred to in the text.
There is no subjective interpretation or speculation on the meaning of the results.
You've finished writing up your results! Use the other checklists to further improve your thesis.
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The results chapter of a thesis or dissertation presents your research results concisely and objectively.
In quantitative research , for each question or hypothesis , state:
In qualitative research , for each question or theme, describe:
Don’t interpret or speculate in the results chapter.
Results are usually written in the past tense , because they are describing the outcome of completed actions.
The results chapter or section simply and objectively reports what you found, without speculating on why you found these results. The discussion interprets the meaning of the results, puts them in context, and explains why they matter.
In qualitative research , results and discussion are sometimes combined. But in quantitative research , it’s considered important to separate the objective results from your interpretation of them.
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A three-year analysis of unconditional cash stipends concluded that the initiative has had some success, but not the transformational impact its proponents hoped for.
By Emma Goldberg
Silicon Valley billionaires and anti-poverty activists don’t have a lot in common, but in recent years they’ve joined forces around a shared enthusiasm: programs that guarantee a basic income.
Tech entrepreneurs like Sam Altman , chief executive of OpenAI, have promoted direct cash transfers to low-income Americans as a way to cushion them from what the entrepreneurs anticipate could be widespread job losses caused by artificial intelligence. Some local politicians and community leaders, concerned about growing wealth inequality, have also put their faith in these stipends, known as unconditional cash or, in their most ambitious form, a universal basic income.
Dozens of small pilot projects testing unconditional cash transfers have popped up in communities around the country, from Alaska to Stockton, Calif. Andrew Yang, an entrepreneur, put the idea of $1,000 monthly payments for all adults at the center of his 2020 presidential campaign. The idea of cash transfers gained broader popularity during the pandemic, as the federal government introduced stimulus checks and child tax credits, and child poverty declined .
While some pilot projects have shown encouraging results, they have been small scale. That changed this summer, when a research project involving several thousand people, backed by Mr. Altman and called OpenResearch, released findings from what is so far the country’s largest experiment with unconditional cash transfers.
If proponents of unconditional cash hoped the findings of the OpenResearch study would prove its benefits once and for all, their hopes were at least partly dashed. People gained flexibility to spend on basic needs, but the cash didn’t transform their net worth or their mental or physical health. Some researchers and guaranteed income proponents argue that the study shows that cash transfers are only a small piece of the larger puzzle of how to improve the financial well-being of low-income people.
“Cash transfers probably do less to improve people’s lives than the proponents of them thought that they would,” said Sarah Miller, an author of the study and economist at the University of Michigan’s Ross School of Business. “The flip side is that they probably don’t have the harmful effects that detractors were concerned about.”
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Meditation has a history that goes back thousands of years, and many meditative techniques began in Eastern traditions. The term “meditation” refers to a variety of practices that focus on mind and body integration and are used to calm the mind and enhance overall well-being. Some types of meditation involve maintaining mental focus on a particular sensation, such as breathing, a sound, a visual image, or a mantra, which is a repeated word or phrase. Other forms of meditation include the practice of mindfulness, which involves maintaining attention or awareness on the present moment without making judgments.
Programs that teach meditation or mindfulness may combine the practices with other activities. For example, mindfulness-based stress reduction is a program that teaches mindful meditation, but it also includes discussion sessions and other strategies to help people apply what they have learned to stressful experiences. Mindfulness-based cognitive therapy integrates mindfulness practices with aspects of cognitive behavioral therapy.
Meditation and mindfulness practices usually are considered to have few risks. However, few studies have examined these practices for potentially harmful effects, so it isn’t possible to make definite statements about safety.
A 2020 review examined 83 studies (a total of 6,703 participants) and found that 55 of those studies reported negative experiences related to meditation practices. The researchers concluded that about 8 percent of participants had a negative effect from practicing meditation, which is similar to the percentage reported for psychological therapies. The most commonly reported negative effects were anxiety and depression. In an analysis limited to 3 studies (521 participants) of mindfulness-based stress reduction programs, investigators found that the mindfulness practices were not more harmful than receiving no treatment.
According to the National Health Interview Survey, an annual nationally representative survey, the percentage of U.S. adults who practiced meditation more than doubled between 2002 and 2022, from 7.5 to 17.3 percent. Of seven complementary health approaches for which data were collected in the 2022 survey, meditation was the most popular, beating out yoga (used by 15.8 percent of adults), chiropractic care (11.0 percent), massage therapy (10.9 percent), guided imagery/progressive muscle relaxation (6.4 percent), acupuncture (2.2 percent), and naturopathy (1.3 percent).
For children aged 4 to 17 years, data are available for 2017; in that year, 5.4 percent of U.S. children used meditation.
In a 2012 U.S. survey, 1.9 percent of 34,525 adults reported that they had practiced mindfulness meditation in the past 12 months. Among those responders who practiced mindfulness meditation exclusively, 73 percent reported that they meditated for their general wellness and to prevent diseases, and most of them (approximately 92 percent) reported that they meditated to relax or reduce stress. In more than half of the responses, a desire for better sleep was a reason for practicing mindfulness meditation.
Meditation and mindfulness practices may have a variety of health benefits and may help people improve the quality of their lives. Recent studies have investigated if meditation or mindfulness helps people manage anxiety, stress, depression, pain, or symptoms related to withdrawal from nicotine, alcohol, or opioids.
Other studies have looked at the effects of meditation or mindfulness on weight control or sleep quality.
However, much of the research on these topics has been preliminary or not scientifically rigorous. Because the studies examined many different types of meditation and mindfulness practices, and the effects of those practices are hard to measure, results from the studies have been difficult to analyze and may have been interpreted too optimistically.
Few high-quality studies have examined the effects of meditation and mindfulness on blood pressure. According to a 2017 statement from the American Heart Association, the practice of meditation may have a possible benefit, but its specific effects on blood pressure have not been determined.
Studies examining the effects of mindfulness or meditation on acute and chronic pain have produced mixed results.
Mindfulness meditation practices may help reduce insomnia and improve sleep quality.
Several clinical trials have investigated if mindfulness-based approaches such as mindfulness-based relapse prevention (MBRP) might help people recover from substance use disorders. These approaches have been used to help people increase their awareness of the thoughts and feelings that trigger cravings and learn ways to reduce their automatic reactions to those cravings.
Studies have suggested that meditation and mindfulness may help reduce symptoms of post-traumatic stress disorder (PTSD).
Mindfulness-based approaches may improve the mental health of people with cancer.
Studies have suggested possible benefits of meditation and mindfulness programs for losing weight and managing eating behaviors.
Several studies have been done on using meditation and mindfulness practices to improve symptoms of attention-deficit hyperactivity disorder (ADHD). However, the studies have not been of high quality and the results have been mixed, so evidence that meditation or mindfulness approaches will help people manage symptoms of ADHD is not conclusive.
Some research suggests that meditation and mindfulness practices may affect the functioning or structure of the brain. Studies have used various methods of measuring brain activity to look for measurable differences in the brains of people engaged in mindfulness-based practices. Other studies have theorized that training in meditation and mindfulness practices can change brain activity. However, the results of these studies are difficult to interpret, and the practical implications are not clear.
NCCIH supports a variety of meditation and mindfulness studies, including:
Nccih clearinghouse.
The NCCIH Clearinghouse provides information on NCCIH and complementary and integrative health approaches, including publications and searches of Federal databases of scientific and medical literature. The Clearinghouse does not provide medical advice, treatment recommendations, or referrals to practitioners.
Toll-free in the U.S.: 1-888-644-6226
Telecommunications relay service (TRS): 7-1-1
Website: https://www.nccih.nih.gov
Email: [email protected] (link sends email)
NCCIH and the National Institutes of Health (NIH) provide tools to help you understand the basics and terminology of scientific research so you can make well-informed decisions about your health. Know the Science features a variety of materials, including interactive modules, quizzes, and videos, as well as links to informative content from Federal resources designed to help consumers make sense of health information.
Explaining How Research Works (NIH)
Know the Science: How To Make Sense of a Scientific Journal Article
Understanding Clinical Studies (NIH)
A service of the National Library of Medicine, PubMed® contains publication information and (in most cases) brief summaries of articles from scientific and medical journals. For guidance from NCCIH on using PubMed, see How To Find Information About Complementary Health Approaches on PubMed .
Website: https://pubmed.ncbi.nlm.nih.gov/
The National Institutes of Health (NIH) has created a website, NIH Clinical Research Trials and You, to help people learn about clinical trials, why they matter, and how to participate. The site includes questions and answers about clinical trials, guidance on how to find clinical trials through ClinicalTrials.gov and other resources, and stories about the personal experiences of clinical trial participants. Clinical trials are necessary to find better ways to prevent, diagnose, and treat diseases.
Website: https://www.nih.gov/health-information/nih-clinical-research-trials-you
RePORTER is a database of information on federally funded scientific and medical research projects being conducted at research institutions.
Website: https://reporter.nih.gov
Thanks to Elizabeth Ginexi, Ph.D., Erin Burke Quinlan, Ph.D., and David Shurtleff, Ph.D., NCCIH, for their review of this 2022 publication.
This publication is not copyrighted and is in the public domain. Duplication is encouraged.
NCCIH has provided this material for your information. It is not intended to substitute for the medical expertise and advice of your health care provider(s). We encourage you to discuss any decisions about treatment or care with your health care provider. The mention of any product, service, or therapy is not an endorsement by NCCIH.
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Research Report is a written document that presents the results of a research project or study, including the research question, methodology, results, and conclusions, in a clear and objective manner.
A research report is a collection of contextual data, gathered through organized research, that provides new insights into a particular challenge (which, for this article, is business-related). Research reports are a time-tested method for distilling large amounts of data into a narrow band of focus. Their effectiveness often hinges on whether ...
Research reports are recorded data prepared by researchers or statisticians after analyzing information gather by conducting organized research. Learn all about research reports definition, components, and tips on writing research reports.
A research report is a well-crafted document that outlines the processes, data, and findings of a systematic investigation. It is an important document that serves as a first-hand account of the research process, and it is typically considered an objective and accurate source of information.
A research report is one type that is often used in the sciences, engineering and psychology. Here your aim is to write clearly and concisely about your research topic so that the reader can easily understand the purpose and results of your research.
In this section, we look at how to write an APA-style empirical research report, an article that presents the results of one or more new studies. Recall that the standard sections of an empirical research report provide a kind of outline. Here we consider each of these sections in detail, including what information it contains, how that information is formatted and organized, and tips for ...
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 ...
This handout provides a general guide to writing reports about scientific research you've performed. In addition to describing the conventional rules about the format and content of a lab report, we'll also attempt to convey why these rules exist, so you'll get a clearer, more dependable idea of how to approach this writing situation ...
Write up a state-of-the-art research report. Understand how to use scientific language in research reports. Develop a structure for your research report that comprises all relevant sections. Assess the consistency of your research design. Avoid dumbfounding your reader with surprising information.
This review covers the basic elements of a research report. This is a general guide for what you will see in journal articles or dissertations. This format assumes a mixed methods study, but you can leave out either quantitative or qualitative sections if you only used a single methodology.
Research papers are similar to academic essays, but they are usually longer and more detailed assignments, designed to assess not only your writing skills but also your skills in scholarly research. Writing a research paper requires you to demonstrate a strong knowledge of your topic, engage with a variety of sources, and make an original contribution to the debate.
An outline of the research questions and hypotheses; the assumptions or propositions that your research will test. Literature Review. Not all research reports have a separate literature review section. In shorter research reports, the review is usually part of the Introduction. A literature review is a critical survey of recent relevant ...
Tips for writing excellent research reports. Start from the basics - with an outline - It is a good idea to outline the research context and findings before taking the plunge, as it helps with the flow and structure of the research report. Once you have the broader information well documented, filling the gaps with the content and findings ...
A research paper is a piece of academic writing that provides analysis, interpretation, and argument based on in-depth independent research.
The research process often begins with a very broad idea for a topic you'd like to know more about. You do some preliminary research to identify a problem. After refining your research questions, you can lay out the foundations of your research design, leading to a proposal that outlines your ideas and plans.
The introduction to a research paper presents your topic, provides background, and details your research problem.
Learn about report structures and how to write an effective report, no matter the type, in these easy-to-follow steps, from researching, drafting, proofreading and more.
A research report is an end product of research. As earlier said that report writing provides useful information in arriving at rational decisions that may reform the business and society. The findings, conclusions, suggestions and recommendations are useful to academicians, scholars and policymakers.
A research report is a document prepared by an analyst or strategist who is a part of the investment research team in a stock brokerage or investment bank. A research report may focus on a ...
The research you do for your white paper will require that you identify a specific problem, seek popular culture sources to help define the problem, its history, its significance and impact for people affected by it. You will then delve into academic and grey literature to learn about the way scholars and others with professional expertise ...
The most common citation styles used in academic research, according to Geary, are: American Psychological Association, known as APA. This style is standard in the social sciences such as psychology, education and communication. "In these fields, research happens rapidly, which makes it exceptionally important to use current research ...
New research suggests that this rejection can be due to people's lack of shared criteria or reference points when evaluating a potential innovation's value. In a new paper, the authors find ...
University of Florida professor Rob Ferl first began doing space-related research in the 1990s. ... The Tampa Bay Times e-Newspaper is a digital replica of the printed paper seven days a week that ...
Employees report a post-pandemic decline in the climate of workplace well-being . Washington, D.C. — August 28, 2024 — How do employees experience the climate of their workplace when it comes to well-being?As it turns out, this varies by industry, demographic group, and organization, according to new research led by Johns Hopkins Carey Business School's Human Capital Development Lab.
Scientists have figured out what type of paper is the most prone to cut skin. Kaare Jensen, associate professor of physics at the Technical University of Denmark, explains.
New research suggests doing so may even benefit your heart health, amounting to a 19% lower risk of developing heart disease, according to a research abstract published Thursday. The abstract hasn ...
Though the dollar store concept existed as far back as the 1950s, it has experienced significant expansion and consolidation since the 2000s. 23 Dollar Tree Inc. acquired Family Dollar in 2015. 24 From 2018 to 2021, nearly half of all retail locations opened in the U.S. were dollar stores. 25 In research examining the impact of dollar store ...
In the results section, concisely present the main findings and observe how they relate to your research questions or hypotheses.
Do people, without the fear of not being able to eat, accomplish far more and benefit society far more?" The research provided some tentative answers. Cash recipients showed more interest in ...
In a 2012 U.S. survey, 1.9 percent of 34,525 adults reported that they had practiced mindfulness meditation in the past 12 months. Among those responders who practiced mindfulness meditation exclusively, 73 percent reported that they meditated for their general wellness and to prevent diseases, and most of them (approximately 92 percent) reported that they meditated to relax or reduce stress.