About the research
Grounded coaching, cited at every turn.
Candor's coaching is grounded in two layers of source material — a curated set of leadership frameworks from practitioners and researchers, and peer-reviewed academic research on communication bias, gender dynamics, and second language communication in professional settings. Every coaching output cites its sources. Here is what we draw on and why.
Section one
Leadership frameworks
Practitioner and researcher work that shapes how the agent reads a transcript and what it coaches on.
Marty Cagan
Inspired · Empowered
Earned authority through product thinking. Used to distinguish whether a speaker is showing up as someone accountable for outcomes or coordinating tasks.
Shreyas Doshi
Essays and frameworks
The LNO framework (Leverage, Neutral, Overhead). Used to assess whether a speaker's contributions in a meeting create disproportionate value or overhead.
Teresa Torres
Continuous Discovery Habits
Opportunity framing and assumption-first communication. Used to assess how well a speaker structures their product thinking in the room.
Petra Wille
Strong Product People
The product leader versus senior PM distinction. Used to assess whether a speaker shows up with strategic direction or operational detail.
Julie Zhuo
The Making of a Manager
Trust through communication consistency. Used to assess whether a speaker builds authority with people who don't know their work deeply.
Brené Brown
Dare to Lead
Courageous communication. Used to coach holding a position clearly without aggression or defensive retreat.
Amy Edmondson
The Fearless Organization
Psychological safety as a two-way read. Used to assess whether the room is safe enough for the speaker to contribute fully, and whether self-censoring is rational rather than a confidence problem.
Sylvia Ann Hewlett
Executive Presence 2.0
The EP formula: 67% gravitas, 28% communication. Used to coach specifically on the gap between demonstrated competence and projected authority.
Liz Wiseman
Impact Players · Multipliers
Impact Players speak at the right moment and finish their point. Used to coach timing, completion, and room amplification.
Peter Drucker
The Effective Executive
Effectiveness through contribution, not activity. Used to assess whether the speaker moves the meeting toward a decision.
Amy Gallo
Getting Along
Navigating difficult interpersonal dynamics. Used to coach on managing pace-setting chairs and other friction patterns without becoming adversarial.
Roger Fisher & William Ury
Getting to Yes
Principled negotiation. Applied when a transcript shows competing priorities or resource conflict.
IDEO
Design Thinking · Empathy Mapping
Applied to meeting preparation — treating the other participants as users before walking in.
Section two
Academic and institutional research
Peer-reviewed and institutional research on how communication, bias, and room dynamics actually play out.
Victoria L. Brescoll
Yale School of Management (2011) — Who Takes the Floor and Why
Research showing that while power increases talking time for men, no such effect exists for women. Women who hold power and talk more than their male counterparts receive backlash — rated as less competent, less hireable. Used to distinguish between a confidence problem and a structural bias problem.
Amy Edmondson
Harvard Business School (1999, 2018) — Psychological Safety and Learning Behavior in Work Teams · The Fearless Organization
Research establishing that fear of interpersonal risk drives self-censoring. Used to assess whether a speaker's silence in a meeting is strategic, self-protective, or a product of an unsafe room.
Cecilia Ford
University of Wisconsin-Madison — Women Speaking Up
Research finding that women in professional meetings are already effective communicators — the barrier is biased evaluation of their contributions, not the quality of those contributions. Candor is built on this premise: the problem is not the speaker, it is the room dynamics.
McKinsey & LeanIn.org
Women in the Workplace (annual)
The largest study of women in corporate America. Provides the organisational data on attribution, sponsorship gaps, and the broken rung. Used as the evidence base for why visibility and attribution matter at every level of seniority.
Catalyst
Research on women in virtual and hybrid meetings
Documents the specific patterns of being talked over, ignored, and having contributions absorbed without attribution in digital meeting environments.
Arnulf, Dai, Lu & Niu (2021)
Limits of a Second Language: Native and Second Languages in Management Team Communication
Research documenting how second-language speakers face communication barriers that are often invisible to both parties. Used to distinguish between a language processing challenge and a leadership challenge — two different problems that look similar and require different coaching.
International Labour Organization
Breaking Barriers: Unconscious Gender Bias in the Workplace
Institutional research on how implicit bias in performance evaluation and meeting dynamics holds women back regardless of seniority level.