
By Radostina Purvanova
Diversity training is more effective when it’s personalized, according to my new research in the peer-reviewed journal Applied Psychology.
As a professor of management, I partnered with Andrew Bryant, who studies social marketing, to develop an algorithm that identifies people’s “personas,” or psychological profiles, as they participate in diversity training in real time. We embedded this algorithm into a training system that dynamically assigned participants to tailored versions of the training based on their personas.
We found that this personalized approach worked especially well for one particular group: the “skeptics.” When skeptics received training tailored to them, they responded more positively – and expressed a stronger desire to support their organizations’ diversity efforts – than those who received the same training as everyone else.
In the age of social media, where just about everything is customized and personalized, this sounds like a no-brainer. But with diversity training, where the one-size-fits-all approach still rules, this is radical. In most diversity trainings, all participants hear the same message, regardless of their preexisting beliefs and attitudes toward diversity. Why would we assume that this would work?
Thankfully, the field is realizing the importance of a learner-centric approach. Researchers have theorized that several diversity trainee personas exist. These include the resistant trainee, who feels defensive; the overzealous trainee, who is hyper-engaged; and the anxious trainee, who is uncomfortable with diversity topics. Our algorithm, based on real-world data, identified two personas with empirical backing: skeptics and believers. This is proof of concept that trainee personas aren’t just theoretical – they’re real, and we can detect them in real time.
But identifying personas is just the beginning. What comes next is tailoring the message. To learn more about tailoring, we looked to the theory of jujitsu persuasion. In jujitsu, fighters don’t strike. They use their opponent’s energy to win. Similarly, in jujitsu persuasion, you yield to the audience, not challenge it. You use the audience’s beliefs, knowledge and values as leverage to make change.
In terms of diversity training, this doesn’t mean changing what the message is. It means changing how the message is framed. For example, the skeptics in our study still learned about the devastating harms of workplace bias. But they were more persuaded when the message was framed as a “business case” for diversity, rather than a “moral justice” message. The “business case” message is tailored to skeptics’ practical orientation. If diversity training researchers and practitioners embrace tailoring diversity training to different trainee personas, more creative approaches to tailoring will surely be designed.
Why it matters
The Trump administration is leading a backlash against diversity initiatives, and a backlash to that backlash is emerging. This isn’t entirely new: Diversity has long been a contentious issue.
Organizations like the Pew Research Center, the United Nations and others have consistently reported a conservative-liberal split, as well as a male-female split, around diversity. Diversity training has done little to bridge these gaps.
For one, diversity training is often ineffective at reducing bias and improving diversity metrics in organizations. Many organizations treat diversity training efforts as a box-checking exercise. Worse, it’s not unusual for such efforts to backfire.
Our research offers a solution: Identify the trainee personas represented in your audience and customize your training accordingly. This is what social media platforms like Facebook do: They learn about people in real time and then tailor the content they see.
To illustrate the importance of tailoring diversity training specifically, consider how differently skeptics and believers think. One skeptic in our study – which focused on gender diversity training – said: “The issue isn’t as great as feminists try to force us to believe. Women simply focus on other things in life; men focus on career first.” In contrast, a believer said: “In my own organization, all CEOs and managers are men. Women are not respected or promoted very often, if at all.”
Clearly, trainees are different. Tailoring the training to different personas, jujitsu style, may be how we change hearts and minds.
What still isn’t known
Algorithms are only as good as the data they rely on. Our algorithm identified personas based on information the trainees reported about themselves. More objective data, such as data culled from human resources systems, may identify personas more reliably.
Algorithms also improve as they learn over time. As artificial intelligence tools become more widely used in HR, persona-identifying algorithms will get smarter and faster. The training itself needs to get smarter. A one-time training session, even a tailored one, stands less of a chance at long-term change compared with periodic nudges. Nudges are bite-sized interventions that are unobtrusively delivered over time. Now, think about tailored nudges. They could be a game changer.
The Research Brief is a short take on interesting academic work. Radostina Purvanova is Professor of Management and Organizational Leadership at Drake University.

Pogo says
@Professor Ina
AI and its gimmicks, what are the chances? Yeah. Probably — good.
Do the Eskimos you sold the freezers to still call them closets?
“… Our nation turns its lonely eyes to you. Woo, woo, woo…”
–From the song Mrs. Robinson, by Paul Simon
Next stop
Joe D says
I am a retired Nurse with a BS in Nursing, a Master’s degree in Nursing and certification as a Certified Nurse Case Manager.
For my final “pre-retirement” 18.5 years ( out of 43 career years), I worked for a major East Coast internationally renowned University teaching hospital. Our institutions were the largest employer in our State and the MOST DIVERSE. In fact we are the #7 most diverse employer in the US.
Diversity NEVER COMPROMISED quality…it never made us “WOKE,” whatever that REALLY MEANS. What it did was bring together the “best and the brightest” from around the country (and the globe) to create an institution of excellence in SCIENCE, MEDICINE, and HUMANITARIANISM.
It also allowed us to go into the community, and the world ( through USAID, until the Trump administration shut most of it down). Our institutions trained international health providers, did vaccine development and distribution, stopped pandemics OUTSIDE OF OUR BORDERS.
Unfortunately, the USAID budget cuts forced the cancellation of most of those programs, and the layoffs of approximately 1000 people here and around the globe involved in these life saving and sustaining projects.
More damaging still is the SEVERE limitations of US research funding…stopping studies (forever) in their tracks. For the most part, you just can’t stop a research project MIDSTREAM, pack everything up in a box, put it on a shelf in a storage room until FUNDING gets BETTER! You have essentially DESTROYED the work…and all the work done PRIOR to the funding shutdown….all to give millionaires and billionaires a larger tax cut ( with lower income families seeing approximately $250 reduction in taxes), at the cost of destroying social safety nets for those not in the upper 3% of US incomes.
As I’ve said before on this site, those who become the HISTORIANS for this DARK PERIOD, in this state of democracy in the USA, will look DIMLY on this period of US history and those that sat back and ALLOWED it to go on relatively UNCHALLENGED.
CB from PC says
Diversity is a group of people who look and dress differently, but think the same.
My college’s website has this racist drivel all over it.
They are understanding now that choices have negative impacts on alumni participation and donations.
No one knows what it has cost Anheuser Busch, Disney and Target, among others, in lost revenue.
JimboXYZ says
Diversity training, if one has to go thru those seminars, maybe they hired the wrong employees walking thru the door ?