Research articles on talent acquisition

The best workers do the best and the most work. But many companies do an awful job of finding and keeping them.

In the book Leading Organizations, 1 1. Scott Keller and Mary Meaney, Leading Organizations: Ten Timeless Truths, London: Bloomsbury Publishing, April 2017, bloomsbury.com. McKinsey senior partners Scott Keller and Mary Meaney address the ten most basic issues facing leaders: attracting and retaining talent, developing the talent you have, managing performance, creating leadership teams, making decisions, reorganizing to capture value quickly, reducing overhead costs for the long term, making culture a competitive advantage, leading transformational change, and transitioning to new leadership roles. This article, drawn from the book’s opening chapter, speaks to the first of these topics. Future articles will deal with reorganizing to capture maximum value quickly and with successfully transitioning to new leadership roles.

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Why is talent important?

Superior talent is up to eight times more productive

It’s remarkable how much of a productivity kicker an organization gets from top talent. A recent study of more than 600,000 researchers, entertainers, politicians, and athletes found that high performers are 400 percent more productive than average ones. 2 2. Herman Aguinis and Ernest O’Boyle Jr., “The best and the rest: Revisiting the norm of normality in individual performance,” Personal Psychology, Volume 65, Issue 1, Spring 2012, pp. 79–119, onlinelibrary.wiley.com. Studies of businesses not only show similar results but also reveal that the gap rises with a job’s complexity. In highly complex occupations—the information- and interaction-intensive work of managers, software developers, and the like—high performers are an astounding 800 percent more productive (Exhibit 1).

Suppose your business strategy involves cross-functional initiatives that would take three years to complete. If you took 20 percent of the average talent working on the project and replaced it with great talent, how soon would you achieve the desired impact? If these people were 400 percent more productive, it would take less than two years; if they were 800 percent more productive, it would take less than one. If a competitor used 20 percent more great talent in similar efforts, it would beat you to market even if it started a year or two later.

You get even more remarkable results comparing the productivity of the top and bottom 1 percent. For unskilled and semiskilled jobs, the top 1 percent are three times more productive; for jobs of middling complexity (say, technicians and supervisors), 12 times more. One person in the top 1 percent is worth 12 in the bottom 1 percent. For high-complexity jobs, the differential is so big it can’t be quantified. 3 3. John E. Hunter, Michael K. Judiesch, and Frank L Schmidt, “Individual differences in output variability as a function of job complexity,” Journal of Applied Psychology, February 1990, Volume 75, Number 1, pp. 28–42, psycnet.apa.org.

The late Steve Jobs of Apple summed up talent’s importance with this advice: “Go after the cream of the cream. A small team of A+ players can run circles around a giant team of B and C players.” 4 4. TalentTrust, “How Steve Jobs got the A+ players and kept them,” blog entry by Kathleen Quinn Votaw, October 31, 2011, talenttrust.com. Management guru Jim Collins concurred: “… the single biggest constraint on the success of my organization is the ability to get and to hang on to enough of the right people.” 5 5. Jim Collins, Good to Great: Why Some Companies Make the Leap. And Others Don‘t, New York: Harper Business, 2001, harpercollins.com.

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Great talent is scarce

The term “war for talent” was coined by McKinsey’s Steven Hankin in 1997 and popularized by the book of that name in 2001. 6 6. Beth Axelrod, Helen Handfield-Jones, and Ed Michaels, The War for Talent, Boston: Harvard Business School Publishing, 2001. It refers to the increasingly fierce competition to attract and retain employees at a time when too few workers are available to replace the baby boomers now departing the workforce in advanced economies.

Fast forward to the wake of the Great Recession, and the war for talent turned into the war for jobs. In economies gripped by financial crises, unemployment hit levels not seen since the early 1980s, so there was no shortage of applicants for many openings. When Walmart launched a new Washington, DC, store in 2013, for example, it received 23,000 applications for 600 positions.

It was harder to get entry-level work there than to be accepted by Harvard: 2.6 percent of Walmart applicants made it through, as opposed to 6.1 percent for the Ivy League university. 7 7. Ashley Lutz, “Applicants for jobs at the new DC Walmart face worse odds than people trying to get into Harvard,” Business Insider, November 19, 2013, businessinsider.com.

Yet this didn’t end the war for talent. In medium- and higher-complexity positions, where stronger performers have an increasingly disproportionate bottom-line impact, the opposite was true. In those uncertain times, gainfully employed talent became less likely to change employers, so people who had an advantage going into the crisis had an even bigger one. Further, pressure to reduce HR costs made it harder to identify and attract the most talented people. Everything suggests that the war for talent will rage on. “Failure to attract and retain top talent” was the number-one issue in the Conference Board’s 2016 survey of global CEOs—before economic growth and competitive intensity (Exhibit 2). In more complex jobs, this will continue to be true as baby boomers (and their long experience) exit the workforce and technology demands more sophisticated skills.

A McKinsey Global Institute study 8 8. McKinsey Global Institute, The world at work: Jobs, pay, and skills for 3.5 billion people, June 2012. suggests that employers in Europe and North America will require 16 million to 18 million more college-educated workers in 2020 than are going to be available. Companies may not be able to fill one in ten roles they need, much less fill them with top talent. Yet in advanced economies, up to 95 million workers could lack the skills required for employment. Developing economies will face a shortfall of 45 million workers with secondary-school educations and vocational training. 9 9. Richard Dobbs, Susan Lund, and Anu Madgavkar, “Talent tensions ahead: A CEO briefing,” McKinsey Quarterly, November 2012.

Most companies don’t get it right

Since business leaders know that talent is valuable and scarce, you might assume that they would know how to find it. Not so (Exhibit 3). A whopping 82 percent of companies don’t believe they recruit highly talented people. For companies that do, only 7 percent think they can keep it. 10 10. “McKinsey Global Survey: War for talent 2000,” extensive research conducted 1997 to 2000; survey of more than 12,000 executives at 125 midsize and large companies. More alarmingly, only 23 percent of managers and senior executives active on talent-related topics believe their current acquisition and retention strategies will work. 11 11. The State of Human Capital 2012—Why the human capital function still has far to go, a joint report from McKinsey and the Conference Board, October 2012.

These leaders aren’t being humble—most companies just aren’t good at this stuff. Gallup reported that in a 2015 survey, more than 50 percent of respondents were “not engaged”; an additional 17.2 percent were “actively disengaged.” 12 12. Amy Adkins, “Employee engagement in U.S. stagnant in 2015,” Gallup News, January 13, 2016, gallup.com. Related surveys report that 73 percent of employees are “thinking about another job” and that 43 percent were more likely to consider a new one than they had been a year earlier. 13 13. Appirio, “This year in employee engagement 2016: Trends to watch,” blog entry by Jiordan Castle, March 7, 2016, appirio.com.

The fact that the Baby Boomers’ decades of knowledge and experience are now leaving the workplace forever makes this state of play more unsettling. At the natural-resources giant BP, for example, many of the most senior engineers are called “machine whisperers” because they can keep important, expensive, and temperamental equipment online. If high-quality talent isn’t brought in to replace such people, the results could be catastrophic.

And the scarcer top talent becomes, the more companies that aren’t on their game will find their best people cherry-picked by companies that are. In future, this will be even more likely, since millennials are far less loyal to their employers than their parents were. The Bureau of Labor Statistics says that workers now stay at each job, on average, for 4.4 years, but the average expected tenure of the youngest workers is about half that. 14 14. Jeanne Meister, “The future of work: Job hopping is the ‘new normal‘ for millennials,” August 14, 2012, forbes.com. People often underestimate the cost of turnover: the more information- and interaction-intensive the job, the greater the threat to productivity when good people leave it, and the more time and money must be invested in searching and onboarding. And if competitors poach your talent, they get an insider’s understanding of your strategies, operations, and culture.

Talent matters, because its high value and scarcity—and the difficulty of replacing it—create huge opportunities when companies get things right. Let’s now turn to how they can do that.

What are the big ideas?

Focus on the 5 percent who deliver 95 percent of the value

Companies go through cycles of initiatives to improve their talent processes. Yet they reap only incremental improvements, and the vast majority of leaders report that their companies neither recruit enough highly talented people nor believe that their current strategies will work.

What do these leaders miss? Let’s consider American football. If you asked people who is the most highly paid player on a team, they would correctly say the quarterback, the key person in the vast majority of plays. People would probably say that the second most highly paid player was the running back or the wide receiver, since they work directly with the quarterback to advance the ball. These people are wrong. It’s the relatively unnoticed left tackle, who protects the quarterback from things he can’t see and could injure him.

Some employees disproportionately create or protect value, and not all of them are obvious. A navy, for example, should obviously ensure that it has the best and brightest people commanding fleets of nuclear submarines. Equally, however, it should ensure that it attracts superior talent to the role of the IT-outage engineer, who prevents catastrophes for the crew, the environment, and humanity. In a world of constrained resources, companies should focus their efforts on the few critical areas where the best people have the biggest impact. Start with roles, not processes (which create generic solutions that don’t meaningfully improve results) or specific people (who might help you in particular situations but don’t build institutional muscle).

Picking the right battles isn’t easy—you must understand the true economics of value creation in specific roles. That’s precisely why this can be one of your secret weapons in the war for talent.

Make your offer magnetic—and deliver

Leaders know the term “employee value proposition,” or EVP: what employees get for what they give. “Gives” come in many flavors—time, effort, experience, ideas. “Gets” include tangible rewards, the experience of working in a company, the way its leadership helps employees, and the substance of the work (Exhibit 4). If your EVP is truly stronger than the competition’s, you will attract and retain the best talent. But for three reasons, few companies have EVPs that meaningfully help them win this war:

Not distinctive. A typical human-resources department spends months determining what employees want—a great job, in a great company, with great leaders, and great rewards. HR then says the value proposition should deliver all this, so the EVP resembles that of every business that’s gone through the same process. It’s better for companies to stand out on one dimension while not ignoring the others. Work for Google if you want to face complex challenges, for Virgin if Richard Branson’s leadership stirs you, or for Amgen if you aspire to “defeat death.”

Not targeted. Although it’s fine to have an overall EVP, what matters most is a winning EVP for the 5 percent of roles that matter most. If data scientists are hugely important, for example, you’ll want an EVP that lets them invent things; offers a clear, rapid career progression; and helps them have a big impact. 15 15. “Five ways to attract and retain data scientists,” Kellogg Insight, October 15, 2015, insight.kellogg.northwestern.edu.

Unreal. An attractive EVP cooked up by HR and pushed through PR used to help secure the best talent. In the long term, however, this was always a losing proposition, since great people would quickly become disillusioned if the reality didn’t measure up. Today, however, talent won’t buy such promises at all. Employees are a more trusted source of information about working conditions than CEOs or HR chiefs. 16 16. Susan Adams, “Trust in CEOs plummets, but still beats trust in government,” January 23, 2012, forbes.com. The same Internet and social media that help customers investigate product claims do the same thing for EVPs. Sites such as Glassdoor or Job Advisor offer peer ratings and reviews of what it’s really like to work for a company. Your EVP can’t be spin—it has to be distinctive, targeted, and real.

Technology will be the game changer

Michael Lewis’s book Moneyball 17 17. Michael Lewis, Moneyball: The Art of Winning an Unfair Game, New York: W. W. Norton, 2003, wwnorton.com. pits the collective old-time wisdom of baseball players, managers, coaches, scouts, and front offices against rigorous statistical analysis in determining which players to recruit. Analysis wins, changing the game forever. Could the same be true for recruiting top talent?

When the National Bureau of Economic Research looked into this, it pitted humans against computers for more than 300,000 hires in high-turnover jobs at 15 companies. Human experience, instinct, and judgment were soundly defeated: people picked by computers stayed far longer and performed just as well or better. 18 18. Rebecca Greenfield, “Machines are better than humans at hiring the best employees,” November 17, 2015, bloomberg.com. This wasn’t the only such finding. University of Minnesota professors analyzed 17 studies and found that hiring algorithms outperform humans by at least 25 percent. “The effect holds in any situation with a large number of candidates, regardless of whether the job is on the front line, in middle management, or (yes) in the C-suite.” 19 19. David M. Klieger, Nathan R. Kuncel, and Deniz S. Ones, “In hiring, algorithms beat instinct,” May 2014, Volume 92, Number 5, hbr.org.

Many leaders find this hard to stomach, but some companies are abandoning old ideas. The waste company Richfield Management, for example, uses an algorithm to screen applicants for character traits suggesting a tendency to abuse workers’ compensation. Claims have since dropped by 68 percent. 20 20. Joseph Walker, “Meet the new boss: Big data,” Wall Street Journal, September 20, 2012, wsj.com. After Xerox replaced its recruitment-screening process with an online test from Evolve, attrition declined by 20 percent. 21 21. Tom Starner, “The recruiting game,” Human Resource Executive Online, May 7, 2014, hreonline.com.

HR software systems from Oracle, SAP’s SuccessFactors, and Workday already gather information through sources such as LinkedIn to provide advanced warning when top talent may be thinking about jumping ship. At McKinsey, we used machine-learning algorithms to determine the three variables driving 60 percent of the attrition among our managers. Unexpectedly, all three are unrelated to pay, travel, or hours worked.

Although people analytics is a field still in its infancy, it’s gaining speed. In 2016, only 8 percent of companies reported that they were fully capable of using predictive modeling, but that was up from 4 percent in 2015. 22 22. Josh Bersin, Laurence Collins, David Mallon, Jeff Moir, and Robert Straub, “People analytics: Gaining speed,” February 29, 2016, dupress.deloitte.com. Leaders who don’t implement concrete plans to leverage technology in the war for talent will quickly fall behind. Yet machines alone won’t win it. In 1997, IBM’s Deep Blue computer thrashed grandmaster Gary Kasparov. Today, however, the world’s best chess players are neither computers nor humans, but human teams playing alongside computers. 23 23. Chris Baraniuk, “The cyborg chess players that can’t be beaten,” BBC Global News, December 4, 2015, bbc.com. That will be true in business, too.