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Maple Report - May 2021 Edition featured image

Maple Report - May 2021 Edition

May 2021 Welcome to our second edition of The Maple Report. This quarterly newsletter is designed to keep Canadian technology executives updated on the latest trends, market research, events and valuable resources from IDC Canada's expert analysts. In this edition, we want to show you how IDC can help Canadian executives like yourself make important technology decisions. We also want to invite you to our upcoming events and give you a sample of some of our thought leadership through our IDC blog. We hope you find these insights practical to help propel your business into a more resilient digital enterprise. Trust IDC to be your research partner in 2021. We welcome your thoughts about this newsletter. Please send them to askIDC@idccanada.com. HOW CAN IDC HELP YOU? IDC PeerScapes – Helping You Find Technology Best Practices An IDC PeerScape minimizes your missteps by identifying peer business practices worthy of emulating or avoiding, increasing the likelihood of positive impacts from a technology initiative. To assist your organization finding technology best practices, IDC publishes dozens of IDC PeerScape reports. Similar to IDC MarketScapes that we explored in the last edition of The Maple Report, IDC PeerScapes sit on the Engage part of our IDC DecisionScape framework , and include reports to help you launch, evaluate and optimize new technology initiatives. The report outlines key challenges your peers encountered when implementing a specific technology initiative, as well as key insights your peers learned along the way. IDC PeerScapes help you to increase the likelihood of a tech initiative’s success by giving you insight into best practices (and practices to avoid) through specific use case examples implemented by your peers who have already led a similar technology initiative. These documents can help your organization recreate successful implementations of technology and help you mitigate risk. To help you understand the value of these reports, we have included here our IDC PeerScape: Practices for Including Cloud Services into Outsourcing Contracts in Canada report. In it, you'll find Best practices from three areas of cloud adoption are discussed in the document: security, cost management, and skills gap. Companies created security checklists to mitigate security risks and retain control of security when working with external vendors. They also filled the skills gap and minimized cost unpredictability by collaborating with their outsourcing service providers. VIRTUAL EVENTS FOR IT EXECUTIVES IDC Fireside Chat | Content Cloud as a Critical Component of Virtual Work May 19, 2021 | 2:00 pm ET Does your organization have a holistic view of your customers when they contact you for assistance? Are your security protocols on your content systems up to snuff with your virtual workforce? Is your content customized for the different employee roles? If any of these content challenges sound familiar to your organization, then you need to attend this webinar to provide a seamless content experience for your customers and your employees. On our next webinar for Canadian technology executives on May 19th at 2pm ET, we'll hear how ATB Financial's Barry Hensch conquered multiple content management challenges to provide seamless experiences in its virtual workplace during a fireside chat with IDC's Megha Kumar. Walk away with a better understanding of what Cloud Content Management entails, why it's important to manage your content effectively and how you can leverage it to prosper in the digital future. Confirmed Speakers: Megha Kumar: Director, Software & Cloud Services, IDC Canada Barry Hensch: SVP & Head of Technology Enablement, ATB Financial Varun Parmar: SVP & Chief Product Officer, Box IDC CIO Panel Series | Accelerate & Simplify Your Canadian Digital Transformation Journey June 16, 2021 | 2:00pm ET Our IDC Canada research indicates that many Canadian organizations are not where they need to be yet to thrive in the digital economy. If you think your organization could benefit from simplifying and accelerating your digital transformation efforts, then you need to attend this upcoming webinar on June 16 at 2pm ET. Join this virtual webinar to understand where Canadian organizations are on their respective digital transformation journeys, what types of projects were accelerated as a result of the pandemic and what impact it had on Canadian industries. Then hear from our all-Canadian CIO panel on how they've stickhandled the impact of the pandemic at their organizations to set themselves up for future success in the digital economy. Learn what you need from your peers to get your organization moving in the right direction. Confirmed Speakers: Tony Olvet: Group VP, Research, IDC Canada Nigel Wallis: Research VP, IoT & Industries, IDC Canada Catherine Chick: SVP, IT, Canada Goose Pamela Pelletier: Canada Country Manager, Dell Technologies IDC THOUGHT LEADERSHIP HIGHLIGHTS DID YOU KNOW? You Can Get Actionable Research, KPIs, Benchmarks & Best Practices with IDC IDC Canada's IT Executive Programs (IEP) make it easy to access the relevant technology research and advice you need to make data-driven decisions as you lead your organization into the digital future. Get in touch today to learn more or visit our IT Executive Portal to learn more. IT EXECUTIVE RESOURCES Set Your Future IT Roadmap with IDC IT leaders need to rethink what is critical and evaluate where the organization stands as they manage complex changes. For strategies on transforming your organization's IT, read the new eBook from IDC: Future IT: Operating System of the Future Enterprise.

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Research Reveals Uptick in Hostility toward Black Americans during Tough Economic Times featured image

Research Reveals Uptick in Hostility toward Black Americans during Tough Economic Times

Goizueta Experts Encourage Business Leaders to Double Down on Diversity, Equity, and Inclusion Efforts. Do recessions stoke racial tension? When there’s an economic downturn, are White Americans more likely to feel distrust or even animosity towards their Black peers? Researchers have long wondered about the broader societal impact of financial recessions, but until recently their effects on race relations have been unclear. In a recent paper, Emily Bianchi, associate professor of organization and management, Erika Hall, assistant professor of organization and management, and Sarah Lee 19PhD, assistant professor of management, Dominican University of California and visiting professor of organizational behavior, Pepperdine University, find that there is indeed a subtle uptick in hostility towards Black Americans during bad economic times. Their paper, Reexamining the Link Between Economic Downturns and Racial Antipathy, examines publicly available data on attitudes, political trends, and behavioral patterns in the U.S. Sarah Lee 19PhD While businesses tend to cut diversity, equity, and inclusion efforts during economic downturns, Bianchi and Hall underscore that these efforts may be even more critical during these times. To study this phenomenon, the researchers analyzed more than 20 years of data from the American National Election Survey (ANES), a biannual survey capturing political affiliations and perceptions of political candidates from 1964 until 2012. They analyzed how White Americans’ attitudes towards Blacks changed depending on the state of the economy and found that in worse economic times, Whites felt more negatively about Blacks. As Bianchi notes: “we were able to analyze the responses of more than 30,000 individuals who identified as White. And we do find that for decades – between the 1960s and the first part of the 21 century – White Americans feel less warmly about Black Americans during times of financial hardship.” Emily Bianchi, associate professor of organization and management In a second study, Bianchi, Hall, and Lee examined data from Project Implicit, a popular website that allows people to test their own implicit bias and also gauges racial attitudes. Again, the authors found that in worse economic times, White Americans held more negative implicit and explicit attitudes about race. In particular, during the Great Recession, they found that White’s attitudes towards Blacks became substantially more negative in states that were hard hit by the economic crisis compared to states in which the economic downturn was less severe. Having established that economic conditions affected fluctuations in attitudes towards race, the authors then examined whether these emotional shifts translated into actual behavioral outcomes. In other words, if Whites felt more negatively towards Blacks during recessions would this mean that Black professionals were less likely to be successful when the economy floundered? They tested this possibility by looking at two domains of public activity: record sales and voting patterns. First, they examined data from the Billboard Top 10 American songs between 1980 and 2014 and recorded the race of each musician who secured a Billboard hit. They found that in bad economic years, Black musicians were 90% less likely to have a top 10 hit, presumably because White consumers (by far the biggest consumer group during this period) were less likely to support them. Next, they examined the results of more than 8000 elections to the U.S. House of Representatives over the same period. They found that in bad economic times, Black politicians were 21% less likely to win elections. Interestingly, the converse also appears to be true. In good times, Black musicians and politicians fared much better in the polls and the charts – pointing to a certain fluidity in attitudes, says Bianchi. “Across these very different domains, studies, and sample sizes, we find the same consistent pattern: when times are tough, White Americans feel more animosity towards Black Americans and are less likely to support Black musicians or politicians. When things pick up, White Americans have more positive attitudes towards Black Americans and are more likely to endorse Black musicians and Black candidates.” The authors attribute these effects to innate human feelings of fear in the face of threat. Economic threats or shocks tend to evoke uncertainty and fear about what is to come. This translates into greater distrust of others, particularly those perceived as different in some way. And it’s an effect, they argue, that should be very much on the radar of businesses and decision-makers. Erika Hall, assistant professor of organization and management The research cites, “Anecdotally, we know that when times are good, organizations will tend to prioritize their efforts in the area of diversity and inclusion. But while this is critically important at all times, our research suggest that these efforts are probably even more important when times are tough.” All of this points to a need to attend to these issues more acutely when there’s a downturn, says Bianchi. And she cautions that this is likely to be counterintuitive to most leaders, who are likely more inclined to sideline diversity efforts when the economy slides. In terms of the current debate around race relations in the US, however, Bianchi stresses that the economic dimension is just one piece of a “very complicated puzzle.” “What we have seen and are seeing in 2020 and 2021 is a confluence of many major factors: a pandemic that has put a lot of people out of work, and that has put everyone on edge, punctuated by some horrific and well documented instances of violence against Black citizens,” Bianchi says. “So many of these things are in the mixing pot, that it’s hard to pinpoint one specific cause behind the current race crisis in the U.S. So many things coming together at once that have put us in this moment.” Only time will tell how this might play out compared to what we saw in the 80s and 90s, which were economic fluctuations rather than a complete drop off a cliff, she says. It will be more difficult to tease apart the effect of the economy versus the effect of the pandemic versus the effect of police violence on America’s race relations – a situation that Bianchi describes as a “cauldron of mess.” That said, she stresses that for business leaders, now is a good time to double down on efforts to drive diversity and inclusion. “I’d suggest leaders be especially mindful that at times of economic stress such as we are currently experiencing, there is a very real danger of heightened racial animosity.” We’ve attached a full article with even more advice and helpful information from our experts – but if you are looking to learn more or cover this topic, we can help. All of our faculty are available to speak with media, simply click on either expert’s icon now – to book an interview today.

How does the job market look for the Class of 2021 ? The answer: much better, says IU expert featured image

How does the job market look for the Class of 2021 ? The answer: much better, says IU expert

As the class of 2021 graduates this weekend to embark on new challenges and careers, Rebecca Cook, executive director of undergraduate career services at the Indiana University Kelley School of Business, reflects on the current job market and offers insights into what summer internships may be like for current students. “The summer of 2020 was a mess for student internships and full-time roles, with pretty much all either going virtual or, in the case of many internships, being cancelled altogether as companies tried to figure out business during the pandemic. Luckily, the job outlook for both full-time roles and internships in May 2021 looks a lot different – and a lot better. “The job market is hopping right now with a significant number of internship and full-time opportunities, as companies open up and business grows. Industries such as professional services, technology, health care, manufacturing and financial services are all seeing significant upticks in job postings. Even companies hard-hit by the pandemic, such as retail and hospitality, are picking up their hiring. “While hiring is back to pre-pandemic levels in many industries, the level of competition for those roles has increased significantly. In a normal year, the majority of job seekers are that year’s graduates. However, this year we have 2021 grads plus some 2020 grads who still are seeking plus those who went to graduate school to put off job hunting during the pandemic and are now graduating. This all leads to a much more competitive job market and one where a student needs to work to stand out from the crowd, particularly through networking and reaching out to potential connections at their companies of interest. “We recommend that students spend a lot more time networking than they may have in the past, creating a focused list of companies they are interested in and then spending the time to connect and speak with employees at those companies. Leverage any ‘warm’ connections possible, such as friends, family members, fellow Kelley alumni, faculty and staff recommendations. “An important point to remember is that roughly 75 percent of jobs are never advertised publicly, so the only way to find out about them is through networking. Many new jobs, as well as internships, may start out virtual “It’s important to note that many roles that students are entering will still be virtual, at least for the time being, as companies are very mixed as to if they are back in the office already, not returning to the office until early fall, or staying remote entirely. Internships in particular are likely going to be virtual, while full-time jobs are looking to be mixed, with many starting out virtual but then likely moving in-person when offices open up. While being virtual once again is probably disappointing, students should remember that they can be just as successful with a virtual full-time role or internship as an in-person one. “The key is staying connected with their supervisor and co-workers on a regular basis. They should also network with as many people in their full-time or internship company as possible, taking the initiative to set up Zoom (or whatever video conferencing tool that the company uses) meetings regularly in order to learn as much about the company and role as possible, as well as to build their network for future opportunities. “Overall, there are a lot of available opportunities out there for students – they just need to put in the time to network and get their name and brand known.” To schedule an interview with Cook, contact George Vlahakis at vlahakis@iu.edu.

Kelley School expert who studies causes and effects of recalls available to discuss Peloton featured image

Kelley School expert who studies causes and effects of recalls available to discuss Peloton

Peloton Interactive Inc. on May 5 announced that it is recalling its treadmills in a statement from CEO John Foley who also apologized for the company’s initial refusal to comply with federal safety regulators’ prior request for this action. George Ball, assistant professor of operations and decision technologies and Weimer Faculty Fellow at the Indiana University Kelley School of Business, studies the causes and effects of product recalls. Below are comments from Ball. He can be reached at gpball@indiana.edu. “Recall decisions like this are very difficult for managers to make, especially the ones that are high profile and associated with consumer injury. Managers have to balance the firm financial health with consumer safety. Thus, this is a rich area of research. The research that my colleagues and I undertake in this field deal both with the regulator and the firm. My comments will attempt to address both perspectives. “I will start with the regulator. I am currently involved in a research project with two colleagues that is specifically critiquing the Consumer Product Safety Commission for situations very similar to this Peloton recall. There are three main regulators in the US that oversee product quality and in particular recalls: the FDA, NHTSA and the CPSC. “Of those, CPSC is the least proactive and in my view, least successful in properly managing product recalls and their timeliness. This is because there are two main ways in which a firm can push firms to recall; they can force them to, or they can work with the firm management to help encourage them, or nudge them, to recall. The FDA is very good at influencing firms while NHTSA is quite good at mandating recalls. CPSC does neither well. “In particular, the FDA frequently chooses to use their relationships with senior quality executives at firms to nudge them to recall when FDA feels it may be necessary and the firm has not yet acted upon the quality problem. Conversely, NHTSA mandates approximately 20 to 30 percent of auto recalls, such that they choose to force instead of nudge. However, in both cases, while neither industry (medical products and autos) are perfect when it comes to recall timeliness, and both have suffered unfortunate well-known examples of firms dragging their feet in the recall decision, both have a well-developed approach. “CPSC mandates practically no recalls and they do not, from my research, have strong relationships with firm executives that can help them nudge firms to make the quick recall decision. Thus, this Peloton example is one of many in which consumer product firms may take too long to recall. “From the firm perspective. There are several potential red flags that may indicate the firm took too long. The longer a consumer product industry CEO has been in their role, the slower they are to make recall decisions. This is because the longer a CEO is in the role, the less open they are to taking responsibility for such high-profile mistakes. Interestingly, a new CEO, such as one who has been in their role for two to three years, is much more likely to recall a faulty product. “The CEO of Peloton definitely falls into the category of a fairly long-tenured CEO who has his reputation tied closely to the firm’s success. Secondly, the more stock a CEO owns in their firm, the slower they are to make the recall decision, because they are trying to protect their financial welfare. The CEO of Peloton appears to have a significant fortune at stake in Peloton stock, which would be consistent with our research. The more stock a CEO owns, the slower the firm take to recall defective products.”

Expert available to discuss Facebook Oversight Board's decision on Trump's account featured image

Expert available to discuss Facebook Oversight Board's decision on Trump's account

Reporters: Girish Mallapragada, a social media marketing expert at the Indiana University Kelley School of Business, is available Wednesday (May 5) to discuss the Facebook Oversight Board's decision to uphold Facebook's ban on former President Donald Trump. In advance of the announcement, Mallapragada, an associate professor of marketing and Weimer Faculty Fellow, said he questioned whether the board’s decision will have much of an impact on Trump’s outreach to his followers. He noted that Trump’s rise in popularity primarly came through his use of another social media platform, Twitter, and not as much through Facebook. “He was more adept at short form communication than long contextual messages. Twitter is ideal for the former, Facebook for the latter,” Mallapragada said. “Twitter is closest online to a live large audience, where he thrives.” “If Facebook allows him to comeback, it might make people unhappy and others happy, but I don’t think it would be impactful to make a big difference.” George Vlahakis, associate director of communications and media relations at Kelley, can help arrange for interviews with Mallapragada, and can be reached at vlahakis@iu.edu.

STORY: CAA is Canada’s most trusted brand for the second year running. featured image

STORY: CAA is Canada’s most trusted brand for the second year running.

​The Canadian Automobile Association (CAA) has been named the most trusted brand in Canada for the second year in a row in the annual Gustavson Brand Trust Index, released today. Since being named in the Index five years ago, CAA has been one of the top two trusted brands, beating out several hundred other prominent international and Canadian brands. CAA has received the top trusted spot, four years consecutively in the insurance category. In addition, CAA leads the pack this year on the following trust attributes: good customer treatment and honest communications. Conducted by the Peter B. Gustavson School of Business at the University of Victoria, the sixth annual Gustavson Brand Trust Index asked more than 7,800 consumers to score 342 prominent Canadian companies and brands, across 27 industry sectors, on a range of brand value measures.​ Consumers are asked to assess their perception of the reliability, consistency, honesty, societal responsibility and integrity of the brands surveyed. CAA Clubs are active in communities across Canada. At the start of the pandemic, the clubs quickly pivoted to offer community services, including deliveries of food and medical supplies, free roadside assistance to medical workers, and calls to housebound seniors. Full report 2021 Gustavson Brand Trust Index

1 min. read
COVID expert: Prof Lawrence Young, UK featured image

COVID expert: Prof Lawrence Young, UK

Professor Lawrence Young of the University of Warwick is one of the go-to experts in the UK on COVID-19. A Professor of Molecular Oncology at Warwick Medical School, he can comment on many aspects of the pandemic -- from the nature of the virus itself and its effects in patients, to its impacts on hospitals and wider society. He regularly features on TV, radio, and newspapers in the UK and worldwide, including: If you would like to book an interview with Prof. Young, contact press@warwick.ac.uk or L.Walton.1@warwick.ac.uk 

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Kelley expert available to discuss Bernard Madoff's legacy, long-term effect of his scheme featured image

Kelley expert available to discuss Bernard Madoff's legacy, long-term effect of his scheme

Bernard “Bernie” Madoff, convicted architect of an infamous and epic securities Ponzi scheme with thousands of investors, died behind bars on April 14 at the age of 82. Noah Stoffman, an associate professor of finance and Weimer Faculty Fellow at the Indiana Kelley School of Business, has researched the effect of such fraud beyond the direct investments that were lost by victims. His 2018 paper, “Trust Busting: The Effect of Fraud on Investor Behavior,” co-authored with professors at Cornell University and the University of Texas-Dallas, showed that the collapse of the Madoff Ponzi scheme had an effect not only on his many direct victims, but also on the general level of trust in financial services. “People who live in the same areas as victims of the fraud withdrew assets from investment advisers and increased their deposits in banks. Financial advisers in these areas were also more likely to close. Our analysis shows that advisers who provided services that can build trust—such as financial planning advice—saw lower levels of withdrawals. Our evidence suggests that this decline in trust shock was transmitted through social networks,” Stoffman said. Stoffman’s research focuses on the investment decisions of professional money managers and individual investors, and on the effect of technological innovation on asset prices. Much of his work highlights the importance of social interaction in the spread of information in financial markets. Stoffman teaches courses on analysis of financial data to undergraduates, MBAs, and doctoral students at the Kelley School. He can be reached at 812-955-1758 (m) or nstoffma@indiana.edu.

Product Returns Represent Billion-Dollar Strategic Blind Spot for Major Retailers featured image

Product Returns Represent Billion-Dollar Strategic Blind Spot for Major Retailers

“Product returns have never, to our knowledge, been explicitly included as a stage in a major customer journey model,” the authors note in their paper. “This exclusion represents a strategic blind-spot for marketers.” In December 2020, Linne Fulcher, vice president, customer strategy, science and journeys at Walmart U.S., published a blog post that outlined Walmart’s new return policy. Dubbed “Carrier Pickup by FedEx,” the service was just in time for the holidays, free, and “here to stay,” Fulcher wrote. She described the policy as “an incredibly convenient way to make that unwanted gift ‘magically’ disappear,” whether customers bought items in a store, online, or from a third party vendor. “We want the returns experience to be easy, safe and seamless,” she added. Returns are big business. According to the National Retail Federation (NRF), U.S. consumers returned an estimated $428 billion worth of merchandise last year—approximately 10.6 percent of total U.S. retail sales. The numbers for ecommerce are even more startling: online shopping accounted for roughly $565 billion of 2020 retail sales, of which $102 billion in merchandise—about 18 percent—was returned. However, retail advisory firm Optoro noted in 2019 that of 117 top retailers, not even a third of them quantify the full cost of returns. Even before the pandemic hit, Sandy Jap, Sarah Beth Brown professor in marketing, Ryan Hamilton, associate professor of marketing, and former Goizueta Business School dean, Tom Robertson, were perplexed at how little academic research existed regarding returns. “Instead of viewing returns as a nuisance and an added cost, they are an opportunity to engage with customers and build brand loyalty,” explains Robertson. “Returns are part and parcel of the new retail landscape. This has been exacerbated by the strong uptick in online.” To help retailers identify opportunities, Jap, Hamilton, and Robertson wrote “Many (Un)happy Returns? The Changing Nature of Retail Product Returns and Future Research Directions,” published in Journal of Retailing last year. The article is essentially a researcher’s road map for exploring this “strategically important area,” says Jap. Some retailers, such as Warby Parker and Stitch Fix, have built returns into their business models. Others, like Zappos and Nordstrom, have made consumer-generated returns easy, assuming that doing so engenders brand loyalty and repeat business. Yet most retailers seem “to lack a coherent philosophy” on returns and “appear not to have built return rates into their business models at all,” the trio state in their paper. “There are so many interesting and important questions to be answered around product returns,” says Hamilton. “Important as returns are, the academic marketing research has barely scratched the surface.” “Many (Un)happy Returns” highlights five specific areas where advancements in theory and practice would provide opportunity for greater understanding: 1. How product returns transform the customer journey 2. The “dark side” of returns—exploring the gray area between justified returns and outright fraud 3. The effects of returns on traditional retailer supply chains 4. Customer response to easy product returns and practices 5. The effect of retailers’ product return practices on their reputation “These questions represent a range of important directions for assembling a body of work on retailer-initiated and customer-initiated return behaviors and processes,” they write. “Ultimately, these might serve to improve the performance of return forecasting models, illuminate optimal go-to-market strategies and distribution processes in the evolving, technology-oriented marketplace that characterizes retailing today.” Each of the five points above are detailed in a piece recently published by Emory University. That article is attached here: If you are a journalist looking to cover this topic or if you are simply interested in learning more, then let us help. Ryan Hamilton, associate professor of marketing at Emory’s Goizueta Business School. Sandy Jap holds the Sarah Beth Brown Endowed Professorship of Marketing Chair at Emory’s Goizueta Business School. Both are available to speak with media, simply click on eithr expert's icon now – to book an interview today.

Villanova University Professor Breaks Down Wage Gaps as Equal Pay Day Approaches featured image

Villanova University Professor Breaks Down Wage Gaps as Equal Pay Day Approaches

March 24 marks Equal Pay Day, dedicated to public awareness of the difference in average earnings between men and women. This will be the 25th Equal Pay Day since it was created by the National Committee on Pay Equity. David Anderson, PhD, is an associate professor of analytics at the Villanova School of Business, whose academic research focuses on how companies can measure and address gender pay gaps. (Along with his doctoral advisor, Dr. Anderson also started PayAnalytics, which helps companies measure and close gender and racial pay gaps. They've worked with companies that have from 40 to 100,000 employees to help them close pay gaps.) He explains that there are two key numbers to consider regarding pay gaps: "The 'raw' or 'unadjusted' pay gap is the number when we say, 'women earn 77 cents on the dollar compared to men,'" said Dr. Anderson. "The second is the 'adjusted' pay gap, which is typically smaller, in the single digits of percentages. This is what equal pay for equal work laws usually target." Anderson notes that these divides are calculated differently: "The unadjusted pay gap is a society issue in terms of who has access to education and opportunity, who gets promoted and which types of work are paid more or less money. The adjusted pay gap is calculated within companies and measures how much less women are paid on average compared to men with similar qualifications doing similar work. These are driven by such things as access to overtime, but also this is where bias comes into play—both individual bias and systemic bias." The intersection of gender and sexuality poses additional influence on pay gaps (as well as other workplace discrepancies), and progress on addressing wage gaps is also changing due to our current world. "I think with COVID and the impact it has taken on women's careers, particularly on mothers, it is quite likely we are moving backwards right now," said Dr. Anderson. So how do we combat these gaps? Dr. Anderson believes one step is instituting company regulations. "There's a ton of work on the adjusted pay gap, but very little on the raw pay gap. This is understandable—no one company can fix the unadjusted pay gap by itself, but they can be expected to meet equal pay for equal work requirements. The adjusted pay gap is a company-level responsibility, so it is a really nice target for regulations, while the unadjusted pay gap requires broader social changes, e.g., more flexible parental leave and more access to managerial positions." For the future, Dr. Anderson predicts changes due to COVID: "I think on the domestic front the effects of COVID will definitely make things worse in the short-term. But I think equal pay is on the Biden administration's agenda, so there's probably going to be forward movement on that front on a national level as well as in states, such as California, Massachusetts and New York, that are passing and enforcing stricter laws which will start to have an impact as well," said Dr. Anderson.

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