You Don’t Overcome Bias: You Understand And Adapt To It Before Automating It

Posted on November 4, 2025

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You can’t force people to “face” their biases through awareness campaigns or training alone. Bias denial is too strong.

But you CAN identify bias through readiness assessment, then transition gradually so mutual benefits become visible to all stakeholders.

REAL EXAMPLE: MRO PROCUREMENT TRANSFORMATION

We assessed an MRO procurement process where service technicians were sandbagging afternoon orders to hit their daily service call targets.

The impact:

  • 90% SLA delivery failures
  • Poor service call closure rates
  • Frustrated procurement team
  • Gaming the system on both sides

The bias wasn’t overcome by telling technicians “stop gaming the system.”

Instead:

PHASE 0 ASSESSMENT REVEALED THE STRUCTURAL REALITY: Service technicians had competing incentives. Meeting one target (daily service calls through sandbagging) made that score shine. But late afternoon orders created next-day delivery failures, making closure rates impossible to achieve.

THE SOLUTION WASN’T AUTOMATION. IT WAS UNDERSTANDING.

By identifying the bias through Phase 0 readiness assessment, we could design a gradual transition INTO the process – not automate procurement in isolation.

We showed ALL stakeholders how process improvement served everyone:

  • Technicians could hit BOTH targets (calls + closures)
  • Procurement could meet SLA commitments
  • Operations got parts when needed

RESULT: 51% NEXT-DAY DELIVERY → 97.3% IN THREE MONTHS

Not through confronting bias.

Through agent-based stakeholder understanding that made mutual benefits visible.

THE CRITICAL DISTINCTION:

EQUATION-BASED STAKEHOLDER ENGAGEMENT:

  • Top-down mandates
  • “Here’s the new automated process, follow it”
  • Assumes rational actors respond to directives
  • Result: Resistance, workarounds, failure

AGENT-BASED STAKEHOLDER UNDERSTANDING:

  • Phase 0 readiness assessment
  • Reveals competing incentives BEFORE automation
  • Designs gradual transition where mutual benefits are visible
  • Result: Adoption, improvement, success

THE PATTERN:

This isn’t isolated to MRO procurement.

It’s the SAME pattern I’ve documented across 17 years (2008 → 2015 → 2025):

Organizations automate existing processes WITHOUT understanding the biases embedded in them. Then wonder why adoption fails.

You cannot overcome bias with isolated automation or equation-based stakeholder engagement.

You accomplish it through readiness assessment (Hansen Fit Score) that:

  1. Reveals structural barriers and competing incentives
  2. Enables gradual transition where everyone sees their benefit
  3. Designs automation AFTER understanding, not before

THE GAME-CHANGER:

It’s not getting people to admit bias.

It’s measuring readiness so you can design transitions that serve all stakeholders – BEFORE you automate the dysfunction.

Because if you automate bias, you just get faster dysfunction.

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BONUS COVERAGE – THE POWER OF SIMPLE AND SEEMINGLY SILLY QUESTIONS

Regarding tha bove-referenced case-study, this video will show you the above princle and practices in real time and how it also extends to include external stakeholders like suppliers, courier companies, and even customs.

The Choice Is Yours:

Posted in: Commentary