Research

Field research on how people learn, are assessed, and stay motivated at work.

My work spans academic, government, and military settings, and now continues at the University of Rhode Island. I use randomized experiments, longitudinal surveys, structural equation modeling, and multilevel models, and I work closely with the organizations involved so the findings inform real decisions.

01

Training & workplace learning

When learning happens on a screen and nobody is watching, what keeps attention on the task?

Learning is one of the most consequential things people do at work, and a growing share of it is self-paced and online. My work examines how attention, mindfulness, and self-regulation shape what people take away from training. It includes a 2×2 experiment in an air traffic control simulation that separates the effects of actual mindfulness practice from simply calling something “mindfulness,” and a conceptual model of mindful training that brings mindfulness theory together with established principles of learning science.

Takeaway

In self-directed online learning, off-task attention is especially costly. Strategies such as goal setting and mindfulness may help learners stay focused when distraction is the default.

Key work

  • Randall, Zajac, & Hanson (2025), Human Resource Development Review
  • Randall, Hanson, & Nassrelgrgawi (2022), Applied Psychology: An International Review
  • Hanson, Randall, Danna, & Le (2020), The Routledge Companion to Mindfulness at Work
  • Hanson, Randall, & Banfi, Practice, label, or placebo? An experimental test of mindfulness in training (manuscript under review)
  • Lee, Hanson, & Cheung (2019), bystander intervention in harassment training, Industrial and Organizational Psychology
  • Research assistant on an Army Research Institute grant on informal, self-regulated learning

At URI Taking the mindful-training framework into new settings and testing its boundary conditions: when, and for whom, mindfulness-based approaches actually improve learning, including informal learning on the job.

02

Assessment & selection

How do we know a leadership assessment measures something real, and treats people fairly?

Organizations make decisions about selection, development, and promotion based on assessments. I build and evaluate those tools: defining what good performance looks like in a specific role, writing items that capture it, and testing whether scores are reliable, valid, and fair.

At the Naval Submarine Medical Research Laboratory I contributed to the Submarine Environment Fit (SUBFIT) assessment and to a leadership competency model for submarine command teams, along with a method for gathering criterion-related validity evidence for it. At the Center for the Army Profession and Leadership, I led the development and validation of leadership assessments that support Army leader development.

Takeaway

“Good leadership” looks different from one role to the next. Defining role-specific competencies first is what makes later selection and feedback tools defensible.

Key work

At URI Studying the validity and fairness of HR assessment systems, especially in public-sector and high-stakes settings where scores shape hiring, promotion, and who gets identified as leadership talent.

03

Motivation & well-being

Can a good life outside work make up for needs that go unmet at work?

Self-determination theory holds that people need autonomy, competence, and relatedness. My dissertation, Barking up the Wrong Need, tested whether satisfying a need outside work that goes unmet at work produces better recovery. Using a time-lagged design and response surface analysis, I found that need satisfaction outside work predicted well-being and recovery overall, but it did not compensate for the specific needs that work left unmet.

I carried this line of work into two Defense Health Program grants as co-investigator, studying burnout, need satisfaction, and training success among submariners.

Takeaway

Need satisfaction at work and outside it are both necessary, not interchangeable. A great weekend won’t fully offset a job that leaves people without autonomy, competence, or connection.

Key work

  • Hanson, Randall, & Banfi, need satisfaction across life domains (manuscript under review)
  • How psychological need satisfaction and motivation influence burnout in submariners (Defense Health Program, $130K, co-investigator)
  • Submariner training success: Predicting graduation from the submarine training pipeline (Defense Health Program, $265K, co-investigator)

At URI Testing how work design, managerial practices, and recovery interventions can support sustained motivation and retention, and preparing my dissertation research on need satisfaction across life domains for publication.

04

Next: AI-assisted assessment & feedback

Can conversational AI deliver developmental feedback that is both scalable and scientifically sound?

Good developmental feedback is expensive to deliver at scale. I’m exploring how large language models can be paired with validated assessment frameworks to administer assessments conversationally and generate personalized feedback, without giving up the psychometric standards that make the results trustworthy. I’m also interested in how these tools can help translate competency models into practical guidance, for example for service members moving into civilian careers.

At URI Developing this into a formal, externally funded research program, starting from a proof-of-concept platform for conversational assessment and personalized feedback.

University of Rhode Island · College of Business

Research agenda at URI

As the Fred ’78 and Sue Newton Assistant Professor of Human Resource Management, I’m building a research program around questions that matter to HR practice:

  1. Leader assessment and AI-assisted feedback. Pairing large language models with validated assessment frameworks to make high-quality developmental feedback accessible and scalable.
  2. Precision and fairness in measurement. Improving the accuracy, fairness, and interpretability of assessments used in personnel decisions.
  3. Motivation, recovery, and well-being. How work and nonwork conditions together sustain motivation and performance, and prevent burnout.
  4. Training that works. Extending the mindful-training framework into new settings and testing when mindfulness-based approaches help people learn.

The ANCHOR Lab

This work happens in the ANCHOR Lab, which studies assessment, psychological needs, competencies, and resilience in people and organizations. Undergraduate and graduate students take part in real projects, from study design to analysis, and URI students can join for credit through MGT 491 (Directed Study).

Apply to join the lab →

I also co-direct the College of Business Behavioral Lab in URI’s Coastal Institute, a shared facility for experimental and survey research.

I’m especially interested in partnerships with Rhode Island employers in defense, healthcare, manufacturing, and the public sector. The strength-gap and world-records analyses are examples of the data-science side of this work.

Research showcase

Did more competition close the strength gap?

An analysis of 2.7 million powerlifting results using depth-matched comparisons, mixed-effects growth models, and gradient-boosted machine learning.

Independent analysis · 2026

Read the analysis →

Research showcase

Do women’s records catch up?

World-record histories in 28 running, jumping, and swimming events, modeled as catch-up curves with onset years, plateaus, and bootstrap intervals.

Independent analysis · 2026

Read the analysis →

Completed

Leadership assessment development

End-to-end development and validation of leadership assessments for an Army leader-development program, from item writing through pilot studies and integration.

Center for the Army Profession and Leadership · 2024–2025

Army research

Leader behavior & command climate

Co-led studies of how leader behavior relates to command climate, with the goal of giving leaders actionable steps.

Center for the Army Profession and Leadership · 2025–2026

Completed

Submarine Force leadership competency model

A role-specific competency model for submarine command teams, plus a validation study linking it to performance indicators.

Naval Submarine Medical Research Laboratory · 2022–2024

Technical report →

Completed

Assessment feedback as development

Tested whether personalized feedback from the SUBFIT assessment improves trainees’ job satisfaction and self-efficacy, treating assessment as a development tool and not only a screen.

Naval Submarine Medical Research Laboratory · 2022–2024