Procurement Insights | Jon W. Hansen | March 20, 2026
In 2017, thirty procurement professionals were recognized as the rising stars of their generation. Sharp, forward-thinking, ahead of the curve. Many of them are now the directors, VPs, and CPOs sitting at the table when the big technology decisions get made.
They lived through the DE&I wave. Some of them led it. Some of them are now watching the rollback happen in real time.
And almost all of them have an AI initiative on their agenda for 2026.
What they may not have is the one thing that would tell them whether it will succeed or fail before the first dollar is committed.
The beauty of contemporaneous archives is that the information is pure, accurate, and free of 20/20 hindsight bias. Remember that — because in those findings are the patterns that will identify whether your 2026 initiative will either succeed or fail. Not as opinion. Not as expert conjecture. As mathematics. As the physics of technology implementations.
When the Scientific Research and Experimental Development Program funded my research back in 1998, I didn’t call it pattern recognition. I called it strand commonality — now known and trademarked as Hansen Strand Commonality™. The pattern I am about to describe has repeated across every technology era I have documented since then. It is repeating right now.
The Structural Parallel Nobody Wants to Name
Y2K generated an estimated $300–$600 billion in global technology spend between 1995 and 2000. The vast majority of that spend went to vendors, consultants, and system integrators whose economic incentive was activity, not resolution. The deadline was fixed. The fear was real. The market responded by selling motion rather than readiness.
When January 1, 2000 passed without catastrophe, the narrative became “it worked.” When in many cases the honest answer was: the risk was overstated, the spend was disproportionate, and the organizational readiness question was never asked because nobody was paid to ask it.
DE&I follows a nearly identical arc. Post-2020, organizations committed billions to diversity, equity, and inclusion programs. They hired Chief Diversity Officers. They launched initiatives — driven by external pressure, board mandates, and reputational risk management rather than internal readiness or genuine behavioral alignment.
By 2024–2025, the rollback was visible across the Fortune 500. Not because the underlying goals were wrong. Because the programs were built on compliance momentum rather than Phase 0™ organizational readiness. The spend preceded the diagnostic. No one asked whether the organization was behaviorally prepared to absorb the change before the change was mandated.
The Common Thread
In every case — Y2K, DE&I, and across four consecutive technology eras (ERP, e-Procurement, SaaS/Cloud, and now AI) — the structure was identical:
The trigger was external pressure, not internal conviction. The spend preceded the readiness assessment. Vendors and consultants were paid to move forward, not to stop and ask whether the problem was correctly defined. And the failure was reframed rather than recorded — Y2K became “the bug that didn’t bite,” DE&I became “a pendulum swing,” and neither generated the honest post-mortem that would prevent the next cycle.
That is not two failure patterns. That is not four technology waves. That is one failure pattern, repeated across seven decades — with a different name each time.
The Echo Graph: The Only Failure Pattern — Hansen Strand Commonality™ | Procurement Insights archive 1998–2026
What This Means for Your 2026 Initiative
The Epicor Classic UI migration is Y2K in miniature. A fixed external deadline — May 2026 — creating compliance-driven spend with no organizational readiness requirement attached. Every implementation partner in the Epicor ecosystem is incentivized to keep the project moving. Nobody in that conversation is paid to stop and ask whether the organization is ready to absorb what comes next.
The AI initiative on your agenda is DE&I in a different costume. External pressure to demonstrate adoption. Board mandates. Reputational risk if you are seen to be falling behind. Billions being committed before the behavioral and governance conditions exist to sustain the outcomes being promised.
The line that connects all three:
When the deadline is external and the spend is compliance-driven, everyone gets paid to move forward. No one gets paid to ask whether the organization is ready to absorb what comes next. That is not a new failure pattern. It is the only failure pattern.
Phil Fersht, the founder of HFS Research, said this publicly this week:
“If firms don’t get that layer right, we won’t just repeat the same failure pattern. We’ll accelerate it.”
He is right. And the archive proves it going back to 1998.
The Question the Class of 2017 Should Be Asking
The thirty procurement professionals recognized in 2017 were identified for their judgment — for the ability to see patterns others missed, to ask uncomfortable questions before the train left the station.
Here is the uncomfortable question for 2026:
Is your current initiative driven by internal readiness — or by external pressure you don’t know how to stop?
Because if the honest answer is the second one, you already know how this ends. The archive has documented it across Y2K, across DE&I, across seven consecutive technology eras. The pattern does not change. Only the technology changes.
Not everyone recognized in 2017 will navigate this moment the same way. Recognition identified potential. This is where durability shows up.
The Assessment
The Epicor Classic UI retirement deadline is six weeks away. If Epicor is on your agenda, there is an independent, evidence-based assessment available now that addresses both the vendor risk and your organizational readiness to absorb it.
Epicor HFS™ Consolidated Assessment — 8 pages. Hansen Fit Score™ composite: 5.6 / 10, Conditional, High Structural Risk. 28 years of independent research. No vendor funding. No consulting relationships.
Phase 0™ Migration Readiness Check — 5 pages. Sixteen questions your leadership team can complete today. Before your next Epicor decision is finalized, run this assessment. After that point, it becomes post-mortem analysis.
Before your next Epicor decision is finalized, run the assessment. After that point, it becomes post-mortem analysis.
→ Get the Epicor HFS™ Consolidated Assessment + Phase 0™ Readiness Check: https://payhip.com/b/adsXi
$1,750 USD. Instant download. PDF format.
Remember: success is now your choice.
Jon W. Hansen is the Founder of Hansen Models™ and Procurement Insights, an 18-year independent research and advisory platform built on a living archive of 3,300+ published documents. The SR&ED-funded research underpinning Phase 0™ dates to 1998.
Hansen Models™ | Independent. Longitudinal. Unconflicted. hpt@hansenprocurement.com | procureinsights.com
What the Graph Actually Says About The Procurement Insights Archive
That graph is not a commentary on market trends. It is evidence of a pattern — and evidence of a system built to record it.
Six things that graph says about Procurement Insights, Hansen Models™, and the Hansen Fit Score™:
The archive sees patterns across eras, not incidents inside one era. Most firms analyze a market phase. This archive connects Civil Rights-era compliance pressure, Y2K, DE&I, SaaS/cloud, and AI as versions of the same structural arc. That is not journalism. That is longitudinal pattern record — and it is the only one of its kind in procurement technology research.
Hansen Models™ is a predictive framework, not a branding layer. If the same shape keeps repeating under different names, then Phase 0™, Hansen Strand Commonality™, and the HFS™ methodology are not abstract concepts. They are the explanation for why the pattern repeats before others recognize it.
The Hansen Fit Score™ is a decision instrument, not a scorecard. The archive shows the arc. Hansen Models™ explains the arc. HFS™ converts archive memory into current decision signal — given this vendor, this ownership structure, this timing, and this buyer environment, where is the risk likely to show up now?
The real differentiator is not vendor scoring alone. It is the combination of timestamped archive evidence, cross-era pattern recognition, independent interpretation, and present-tense decision application. That is not an assessment. It is a market memory plus risk translation system.
Procurement Insights records what the market prefers to reframe or forget. The graph only exists because the archive preserves outcome-linked memory long enough to show that Y2K was not “a success story,” DE&I was not just “a pendulum swing,” and AI is not “a new chapter.” They are echoes. The archive’s role is to stop failure from being renamed and recycled.
Hansen Models™ belongs before commitment, not after disappointment. Before the demo. Before the SOW. Before the steering committee signs off. Before the deadline forces movement. That is when this work matters most — and that is precisely when most organizations are not looking for it.
The clearest statement of what Procurement Insights and Hansen Models™ actually are:
The archive records the pattern. Hansen Models™ explains the pattern. The Hansen Fit Score™ tells you whether your current initiative is following a new path — or the same old arc.
Procurement Insights does not just remember what the market decided. It documents what happened after the decision was made. Hansen Models™ turns that memory into predictive signal. The Hansen Fit Score™ tells you whether your current initiative is an exception — or the next echo.
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What Does Y2K Have in Common With DE&I? More Than You Think — And It Should Worry You About Your AI Initiative In 2026.
Posted on March 20, 2026
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Procurement Insights | Jon W. Hansen | March 20, 2026
In 2017, thirty procurement professionals were recognized as the rising stars of their generation. Sharp, forward-thinking, ahead of the curve. Many of them are now the directors, VPs, and CPOs sitting at the table when the big technology decisions get made.
They lived through the DE&I wave. Some of them led it. Some of them are now watching the rollback happen in real time.
And almost all of them have an AI initiative on their agenda for 2026.
What they may not have is the one thing that would tell them whether it will succeed or fail before the first dollar is committed.
The beauty of contemporaneous archives is that the information is pure, accurate, and free of 20/20 hindsight bias. Remember that — because in those findings are the patterns that will identify whether your 2026 initiative will either succeed or fail. Not as opinion. Not as expert conjecture. As mathematics. As the physics of technology implementations.
When the Scientific Research and Experimental Development Program funded my research back in 1998, I didn’t call it pattern recognition. I called it strand commonality — now known and trademarked as Hansen Strand Commonality™. The pattern I am about to describe has repeated across every technology era I have documented since then. It is repeating right now.
The Structural Parallel Nobody Wants to Name
Y2K generated an estimated $300–$600 billion in global technology spend between 1995 and 2000. The vast majority of that spend went to vendors, consultants, and system integrators whose economic incentive was activity, not resolution. The deadline was fixed. The fear was real. The market responded by selling motion rather than readiness.
When January 1, 2000 passed without catastrophe, the narrative became “it worked.” When in many cases the honest answer was: the risk was overstated, the spend was disproportionate, and the organizational readiness question was never asked because nobody was paid to ask it.
DE&I follows a nearly identical arc. Post-2020, organizations committed billions to diversity, equity, and inclusion programs. They hired Chief Diversity Officers. They launched initiatives — driven by external pressure, board mandates, and reputational risk management rather than internal readiness or genuine behavioral alignment.
By 2024–2025, the rollback was visible across the Fortune 500. Not because the underlying goals were wrong. Because the programs were built on compliance momentum rather than Phase 0™ organizational readiness. The spend preceded the diagnostic. No one asked whether the organization was behaviorally prepared to absorb the change before the change was mandated.
The Common Thread
In every case — Y2K, DE&I, and across four consecutive technology eras (ERP, e-Procurement, SaaS/Cloud, and now AI) — the structure was identical:
The trigger was external pressure, not internal conviction. The spend preceded the readiness assessment. Vendors and consultants were paid to move forward, not to stop and ask whether the problem was correctly defined. And the failure was reframed rather than recorded — Y2K became “the bug that didn’t bite,” DE&I became “a pendulum swing,” and neither generated the honest post-mortem that would prevent the next cycle.
That is not two failure patterns. That is not four technology waves. That is one failure pattern, repeated across seven decades — with a different name each time.
The Echo Graph: The Only Failure Pattern — Hansen Strand Commonality™ | Procurement Insights archive 1998–2026
What This Means for Your 2026 Initiative
The Epicor Classic UI migration is Y2K in miniature. A fixed external deadline — May 2026 — creating compliance-driven spend with no organizational readiness requirement attached. Every implementation partner in the Epicor ecosystem is incentivized to keep the project moving. Nobody in that conversation is paid to stop and ask whether the organization is ready to absorb what comes next.
The AI initiative on your agenda is DE&I in a different costume. External pressure to demonstrate adoption. Board mandates. Reputational risk if you are seen to be falling behind. Billions being committed before the behavioral and governance conditions exist to sustain the outcomes being promised.
The line that connects all three:
When the deadline is external and the spend is compliance-driven, everyone gets paid to move forward. No one gets paid to ask whether the organization is ready to absorb what comes next. That is not a new failure pattern. It is the only failure pattern.
Phil Fersht, the founder of HFS Research, said this publicly this week:
He is right. And the archive proves it going back to 1998.
The Question the Class of 2017 Should Be Asking
The thirty procurement professionals recognized in 2017 were identified for their judgment — for the ability to see patterns others missed, to ask uncomfortable questions before the train left the station.
Here is the uncomfortable question for 2026:
Is your current initiative driven by internal readiness — or by external pressure you don’t know how to stop?
Because if the honest answer is the second one, you already know how this ends. The archive has documented it across Y2K, across DE&I, across seven consecutive technology eras. The pattern does not change. Only the technology changes.
Not everyone recognized in 2017 will navigate this moment the same way. Recognition identified potential. This is where durability shows up.
The Assessment
The Epicor Classic UI retirement deadline is six weeks away. If Epicor is on your agenda, there is an independent, evidence-based assessment available now that addresses both the vendor risk and your organizational readiness to absorb it.
Epicor HFS™ Consolidated Assessment — 8 pages. Hansen Fit Score™ composite: 5.6 / 10, Conditional, High Structural Risk. 28 years of independent research. No vendor funding. No consulting relationships.
Phase 0™ Migration Readiness Check — 5 pages. Sixteen questions your leadership team can complete today. Before your next Epicor decision is finalized, run this assessment. After that point, it becomes post-mortem analysis.
Before your next Epicor decision is finalized, run the assessment. After that point, it becomes post-mortem analysis.
→ Get the Epicor HFS™ Consolidated Assessment + Phase 0™ Readiness Check: https://payhip.com/b/adsXi
$1,750 USD. Instant download. PDF format.
Remember: success is now your choice.
Jon W. Hansen is the Founder of Hansen Models™ and Procurement Insights, an 18-year independent research and advisory platform built on a living archive of 3,300+ published documents. The SR&ED-funded research underpinning Phase 0™ dates to 1998.
Hansen Models™ | Independent. Longitudinal. Unconflicted. hpt@hansenprocurement.com | procureinsights.com
What the Graph Actually Says About The Procurement Insights Archive
That graph is not a commentary on market trends. It is evidence of a pattern — and evidence of a system built to record it.
Six things that graph says about Procurement Insights, Hansen Models™, and the Hansen Fit Score™:
The archive sees patterns across eras, not incidents inside one era. Most firms analyze a market phase. This archive connects Civil Rights-era compliance pressure, Y2K, DE&I, SaaS/cloud, and AI as versions of the same structural arc. That is not journalism. That is longitudinal pattern record — and it is the only one of its kind in procurement technology research.
Hansen Models™ is a predictive framework, not a branding layer. If the same shape keeps repeating under different names, then Phase 0™, Hansen Strand Commonality™, and the HFS™ methodology are not abstract concepts. They are the explanation for why the pattern repeats before others recognize it.
The Hansen Fit Score™ is a decision instrument, not a scorecard. The archive shows the arc. Hansen Models™ explains the arc. HFS™ converts archive memory into current decision signal — given this vendor, this ownership structure, this timing, and this buyer environment, where is the risk likely to show up now?
The real differentiator is not vendor scoring alone. It is the combination of timestamped archive evidence, cross-era pattern recognition, independent interpretation, and present-tense decision application. That is not an assessment. It is a market memory plus risk translation system.
Procurement Insights records what the market prefers to reframe or forget. The graph only exists because the archive preserves outcome-linked memory long enough to show that Y2K was not “a success story,” DE&I was not just “a pendulum swing,” and AI is not “a new chapter.” They are echoes. The archive’s role is to stop failure from being renamed and recycled.
Hansen Models™ belongs before commitment, not after disappointment. Before the demo. Before the SOW. Before the steering committee signs off. Before the deadline forces movement. That is when this work matters most — and that is precisely when most organizations are not looking for it.
The clearest statement of what Procurement Insights and Hansen Models™ actually are:
Procurement Insights does not just remember what the market decided. It documents what happened after the decision was made. Hansen Models™ turns that memory into predictive signal. The Hansen Fit Score™ tells you whether your current initiative is an exception — or the next echo.
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