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The Denial Audit  ›  The model behind it
The Denial Cascade · a theoretical model

Nobody lies. The truth just doesn't survive the trip up.

What happens to one frontline truth as it climbs a 500-person company, level by level. Each level passes up most of what it knows, not all of it. The loss compounds. Every number below comes from published research, or is labeled as an assumption you can change.

24%of what the front line knows reaches the CEO
6%survives the round trip: up as a problem, back down as a decision
85%of employees in one study had held back a concern they thought was important

Theoretical model. The 70% pass-through per level is the midpoint of laboratory findings that 54–77% of available information gets passed upward. What's left at each level is the pass rate multiplied by itself once per hop.

How to read it

Three things to look at

  1. 01 · The bottom

    Start with one person

    About 6,200 thought shifts a day. Minds wander nearly half the time. Then each person decides, mostly without noticing, what to say out loud. What they say becomes the front line's 100%.

  2. 02 · Each hop

    Every level has a reason to soften it

    Fear of looking negative. Protecting a relationship. "Nothing will change anyway." None of it is lying. At 70% per level, 70% of 70% of 70% of 70% is 24%.

  3. 03 · The controls

    Move the slider

    Small changes in candor at each level make a big difference at the top. Switch to nine levels and the same habits leave the CEO with about 6% of the picture.

Exhibit 2 · Twelve functions

The pipes leak inside every silo, and between them

Give the same 500-person company twelve functions. Now truth leaks two ways: up through the levels inside a function, and sideways at every handoff where two functions have to work together. Whatever leaks ends up in the same place.

12functions, about 42 people each
66seams where two functions meet (12 × 11 ÷ 2)
~75%of cross-functional teams miss on three of five measures (Tabrizi, 95 teams)
12%of a truth that crosses two silos reaches the CEO (6 hops at 70%)

Illustration, not to scale. Every joint on a pipe is a level; every cross-pipe is a handoff between two functions. Each one drips.

A seller knows the deal is stalling. The truth goes up through sales to the CEO.Seller → manager → director → VP Sales → CEO24%
A seller knows product can't do what the customer needs. The truth has to cross into product.Seller → manager → VP Sales → VP Product → product manager24%
A fix needs sales, product and finance to agree, then the CEO to approve it.Two silo crossings plus the climb: about six hops12%
What it means for a sales org

A forecast is this cascade with a dollar sign on it

A commit deal is a frontline truth on its way up. The seller rounds it up a little. The manager rounds it up a little more. By the time it reaches the board deck, the deal that was "probably next quarter" is in this quarter's number, and nobody lied to get it there.

The people closest to the customer hold the most truth and have the least power to move it. Carrying it costs them too: research links the kind of silence where people give up speaking with burnout.

  • The forecast holds until week 10, then slips
  • Deals die late at a finance or procurement step nobody mentioned
  • New reps take far longer to ramp than the plan assumed
  • The board deck explains the miss as timing, again

Your people aren't the leak. The joints are.

How the forecast call runs, how handoffs work, what happens to the person who brings bad news. Fix the joints and the truth reaches the top on its own.

From model to measurement

The Denial Audit finds where your cascade leaks

No one can measure a company's pass rate directly. What you can measure is the gap: how leadership and the field score the same five places, checked against your own forecasts, pipeline and ramp data, and what people say when their manager isn't in the room.

In three weeks you get where denial lives first, what it cost last year, and a 90-day plan to fix the joints. One flat fee of $25,000.

  • Up to 25 people take the Denial Assessment, from the CEO to your newest seller
  • Up to 20 confidential interviews
  • Every finding backed by one quote and one number
  • A 90-minute readout with a 90-day plan
The evidence

What the research supports, and what it doesn't

Some of these numbers are solid. Some are popular and can't be traced. Both are labeled.

ClaimNumberStrengthSource
Thoughts per dayAbout 6,200 thought transitionsPeer-reviewedTseng & Poppenk, Nature Communications, 2020
"60,000 thoughts a day, 80% negative, 95% repeated"No traceable studyMythThe claimed 2005 NSF source can't be found
Mind wandering46.9% of waking timePeer-reviewedKillingsworth & Gilbert, Science, 2010
Employees who've withheld an important concern from their boss85%. Reasons: fear of being labeled, damaging relationships, futilitySmall studyMilliken, Morrison & Hewlin, 2003 (40 interviews)
Information passed upward to a supervisor54–77% (lab studies)Lab studiesPMI review of Boyles & Wicker (1977), O'Reilly & Roberts (1974)
Bias against passing bad news upPresent even when people trust their bossPeer-reviewedO'Reilly (1978), in the same PMI review
Projects where people can't raise the real issuesAbout 1 in 8 people share their full concerns and feel heardIndustry surveyVitalSmarts & The Concours Group, "Silence Fails," 2006
Cross-functional teams that are dysfunctionalAbout 75% fail at least 3 of 5 measuresField studyTabrizi, Stanford; 95 teams in 25 companies
"Executives see 4% of problems"The iceberg of ignoranceUnverifiedCredited to Yoshida, 1989; no original source found
Secrets people carryAbout 13 on average; returning to them in your mind is what wears people downPeer-reviewedSlepian, Columbia Business School
Silence and burnoutFearful silence linked to burnout, through low psychological safetySmall studyHealth Psychology and Behavioral Medicine, 2023
Cost of depression and anxiety at workAbout 12 billion working days a year, globallyWHO / ILOWHO and ILO, 2022

What's research and what's model. The per-level pass rate, the mind-wandering rate and the silence findings are measured. Multiplying them up a hierarchy is my model, not a finding: no study has measured compounding loss across five or nine real levels. Three numbers are assumptions: half of a person's thoughts happen during work hours, every hop loses at the same rate, and a decision coming down loses at the same rate as a problem going up.

No reliable number exists for what share of self-talk is negative, or how many thoughts are about work. If someone quotes one, ask where it came from. That's the point.