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.