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Methodology

How Measure works

Where the questions come from, how a team’s answers are read, how the plan at the end is chosen, and what we don’t claim. Written so that you can check each part against the code’s behaviour and the sample report.

In one paragraph. Measure is a survey for one team at a time. The organiser picks seven to ten statements from a public question bank, adapts the wording, and sends a link. People answer anonymously on a five-point scale, and when they report holding back they are asked why. The report shows how answers are spread, never an average as the headline; counts the reasons people gave; and ends with a short plan chosen by fixed rules from that pattern. It is not a validated scale and does not benchmark. Everything below says how each part works, so you can check it against the sample report.

What it is for

Measure helps one team understand and improve its own psychological safety. That shapes every design choice. The questions fit the team rather than staying fixed; the output is a conversation and a plan rather than a number; and nothing compares the team with anyone else.

Two things follow. First, a survey is an intervention as well as a measurement. Asking people whether they can raise problems teaches them what psychological safety is, makes it discussable, and often encourages the behaviour it asks about. We design for that rather than pretending the thermometer leaves the room unchanged. Second, if you need comparable, validated measurement, for research or across studies, this is the wrong tool: use Amy Edmondson’s original seven-item scale unchanged (Edmondson, 1999). Validation is exactly what adapting a scale gives up, and we would rather say so than imply otherwise.

Where the questions come from

The question bank is public. Its statements sit under seven themes: speaking up, learning from failure, innovation, team cohesion, inclusion and diversity, transparency, and voice and power. Each is written in the first person about the person’s own recent experience (“On this team I can raise problems and challenge ideas”), because people can place themselves more honestly than they can summarise a whole team. Statements about the team as a whole offer an extra option, “I don’t have enough information to say”, so that nobody is forced to guess.

Seven statements are adapted from the seven items in Edmondson (1999). They are reworded, all phrased so that agreeing means safety, and answered on our five-point agree–disagree scale rather than her seven-point accuracy scale. Each is set beside the original, with what changed. The rest were written by us from practice, and the voice and power items come from the calculus of voice, our framing of the research on silence and voice for practical use.

An organiser chooses seven to ten statements, can edit the wording to the team’s own language, and can add up to five statements of their own, each placed under a theme and read exactly like the rest. Fourteen is the sensible ceiling: beyond it, people stop finishing.

A survey can also be offered in Spanish, German, French, Korean and Easy Read English, and each person chooses on the first screen. Easy Read is the same questions in short sentences and everyday words, for anyone who finds it easier. Every version keeps the same statements, the same themes and the same five answer points, and all the answers go into one report. The translations and the Easy Read wording are still being reviewed.

The follow-up questions

A low score tells you where to look, not what is happening. So when someone answers at the quiet end of a statement about speaking up, the survey asks a short, optional follow-up: when you hold back on this team, what is closest to why? The options are the same throughout:

The same five reasons are asked of the high end too, as what makes speaking up possible here, because a team that knows why it works has something to protect. All of these are counted across the whole survey and shown as tallies. They are never linked to a person or to the answer that prompted them.

The theory behind the four named reasons: silence as an active choice rather than an absence (Morrison & Milliken, 2000; Milliken, Morrison & Hewlin, 2003); the beliefs people hold about what speaking up will cost them (Detert & Edmondson, 2011); voice as discretionary behaviour (Van Dyne & LePine, 1998); and the expectancy logic of effort, outcome and value that makes it a calculation at all (Vroom, 1964). The calculus of voice is a lens built from that work, not a validated scale.

How answers are read

How the plan is chosen

The report ends with a small number of things to try. They come from a library of practices condensed from Psych Safety’s post-survey action guide and the voice-and-power practices, each tagged with the reasons for holding back it answers and an effort rating from one (try it this week) to three (a structural change). The same answers always give the same plan. There is no AI in it, and the rules are these:

  1. Take the two lowest-scoring themes. The lowest gets three suggestions, the next gets two, and a third theme, if there is one, gets one.
  2. Within a theme, rank the practices by fit: the share of the team’s stated reasons for holding back that the practice addresses. A team whose reasons are mostly futility sees loop-closing practices first.
  3. Break ties by effort, cheapest first. A lead who tries one small thing and sees it work tries another; a lead handed a three-session programme as step one tries nothing.
  4. Never name the same practice twice in one report, even where it legitimately belongs under several themes.
  5. Add two suggestions aimed squarely at the single most-reported reason for holding back, whatever theme it came from.

The plan is a starting place for the team’s next conversation, not a prescription. The sample report shows the result for one worked example.

Anonymity by design

Most tools promise anonymity. Measure is built so that the promise cannot be broken by anyone, including us. No name, email address, account or IP address is recorded with a response. Only the date of submission is kept, never the time. Nothing sealed opens until the survey closes with at least four responses, and once anyone has read the report the survey cannot be reopened for more answers, so nobody can compare the report at four responses with the report at five. The organiser reads first, with a few notes the team’s copy does not have, and then releases the identical report to everyone. An organisation licence shows what teams report across the organisation and never opens a team’s own report, including to the people paying for it. Why four, and how the data is handled.

Measuring again

Surveys of the same team join up automatically, and the second report carries a section on what changed since the first, theme by theme, written as a prompt for a conversation about what happened in between rather than a scoreboard. One caution comes with it: scores on the who’s-in-the-room statements can fall as awareness improves, because people start noticing a gradient they had stopped seeing. How often to measure.

What we don’t claim

What we will test when there is enough data

People who take the free self-check can add their ratings, as numbers only with optional coarse context such as sector and team-size band, to an anonymous research pool. It is small so far, and we would rather say so than publish a weak result. When it holds a few hundred contributions we will publish, at population level only: how consistently the statements within each theme move together; how often “couldn’t say” is used, and on which statements; the distribution of reasons given for holding back; and whether wide spread within a team goes with particular reasons. Nothing in the pool is used to benchmark, rank or compare teams, and findings will appear on this page first.

References

  1. Edmondson, A. C. (1999). Psychological safety and learning behavior in work teams. Administrative Science Quarterly, 44(2), 350–383. doi:10.2307/2666999
  2. Edmondson, A. C. (2018). The Fearless Organization: Creating Psychological Safety in the Workplace for Learning, Innovation, and Growth. Wiley.
  3. Morrison, E. W., & Milliken, F. J. (2000). Organizational silence: a barrier to change and development in a pluralistic world. Academy of Management Review, 25(4), 706–725. doi:10.5465/amr.2000.3707697
  4. Milliken, F. J., Morrison, E. W., & Hewlin, P. F. (2003). An exploratory study of employee silence: issues that employees don’t communicate upward and why. Journal of Management Studies, 40(6), 1453–1476. doi:10.1111/1467-6486.00387
  5. Detert, J. R., & Edmondson, A. C. (2011). Implicit voice theories: taken-for-granted rules of self-censorship at work. Academy of Management Journal, 54(3), 461–488. doi:10.5465/amj.2011.61967925
  6. Van Dyne, L., & LePine, J. A. (1998). Helping and voice extra-role behaviors: evidence of construct and predictive validity. Academy of Management Journal, 41(1), 108–119. doi:10.2307/256902
  7. Vroom, V. H. (1964). Work and Motivation. Wiley.
  8. Geraghty, T. The calculus of voice. Psych Safety.
  9. Psych Safety. Principles of ethical measurement in organisations.

The question bank is licensed CC BY-SA 4.0; the seven statements adapted from Edmondson (1999) are hers to cite, not ours to license. The report, the follow-up design and the plan rules are © Iterum Ltd.

Citing this page

Psych Safety (2026). How Measure works: the methodology behind the psychological safety survey at measure.psychsafety.com. Version 1, October 2026. https://measure.psychsafety.com/methodology.html

This page is versioned. When the method changes, the version number and date change with it and the previous wording is noted here. A DOI for the versioned text will follow.

Questions

Is Measure a validated psychological safety scale?

No, and it cannot be. Validation needs the same questions, unchanged, every time; Measure is built to be adapted to each team, and it treats the survey as an intervention that changes what it measures. For research, use Amy Edmondson’s original seven-item scale unchanged. Use Measure to understand and improve one real team.

How are the suggested actions chosen?

By fixed rules. The two lowest-scoring themes are taken, practices under each are ranked by how well they fit the reasons the team gave for holding back and then by how cheap they are to try, no practice is named twice, and two more are added for the single most-reported reason. The same answers always give the same plan.

Does Measure use AI to read the answers?

No. The charts, the tallies, the written picture and the plan are all produced by fixed rules from the numbers. Comments are shown word for word and are never summarised or processed by AI.

Why is there no overall score?

Because one number hides the thing that matters. A team where four people feel safe and two feel silenced can have the same average as a team where everyone feels roughly fine, and they need opposite conversations. The report shows the spread, the lowest answer and where people disagree instead.

Can I cite Measure in research or a report?

Yes. Cite this page by its version and date, and cite Edmondson (1999) for the seven adapted statements. The question bank is CC BY-SA 4.0, so you can reuse and adapt it with credit and a link.

Also on reading results
Build a team surveySee a sample reportSee the survey questions

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Who made this

Measure is made by Psych Safety, drawing on over ten years of practice with teams in technology, healthcare, aviation, heavy industry, financial services and more.

Tom Geraghty is co-founder of Psych Safety. He started out in ecology, where his first job title was “Experimentalist”, and has been running experiments of one kind or another ever since. He was a CIO and CTO before moving into organisational change, and founded Iterum Ltd, the company behind Psych Safety. He holds an MBA and a postgraduate diploma in Global Health and Humanitarianism, and is studying for a PhD. Tom’s full bio

Jade Garratt is co-founder of Psych Safety and leads the design of its courses, workshops and toolkits. She read Physics at Oxford and has spent 18 years across education, the charity sector and business. She holds a Master’s in Educational Leadership and is completing a PhD in Education at the University of Nottingham. Jade’s full bio