Amanda Ardizzi

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Workforce Training Executive Intelligence

Artificial Intelligence Budgets Are Moving Inside the Job

Sep 9, 2026

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9 min read

Artificial Intelligence Budgets Are Moving Inside the Job

Task drift inside retained roles is pulling learning demand toward diagnostics, skills data, and performance evidence.

Amanda Ardizzi

K-12 Executive Intelligence

The K-12 AI Market Is Shifting From Capability to Control

Sep 9, 2026

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5 min read

The K-12 AI Market Is Shifting From Capability to Control

NYC’s student AI restrictions show why the next competitive advantage may come from how easily districts can govern a product, not how powerful its underlying model is.

Amanda Ardizzi

Policy & Politics

When “Approved” Edtech Is No Longer Enough

Sep 9, 2026

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5 min read

When “Approved” Edtech Is No Longer Enough

NYC’s restrictions on student-facing generative AI point to a harder governance problem for districts: controlling individual capabilities inside the technology they already use.

Amanda Ardizzi

Workforce Structure Shifts

Your Reskilling Plan Is Looking at the Wrong Unit of Work

Sep 9, 2026

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6 min read

Your Reskilling Plan Is Looking at the Wrong Unit of Work

AI is changing tasks faster than job titles. What CHROs and CLOs should rethink about reskilling, training measurement, and L&D investment.

Amanda Ardizzi

Workforce Training Executive Intelligence

Cuts, Mandates, and a Million-Worker Bet

Sep 7, 2026

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4 min read

Cuts, Mandates, and a Million-Worker Bet

The Credential Weekly: Uber tightens its workforce, Texas backs targeted training, and Lowe’s assembles a coalition around skilled-trades demand.

Amanda Ardizzi

K-12 Executive Intelligence

Sep 7, 2026

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7 min read

From Licensing to Outcomes

The Curve Weekly: Duval County is tying vendor payment to student results, raising the stakes around evidence, implementation, and contract design.

Amanda Ardizzi

Weekly Intelligence - Learning & Development Executive Intelligence

Hiring Rebounds, but Restructuring Rolls On

Sep 7, 2026

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4 min read

Hiring Rebounds, but Restructuring Rolls On

The Talent Weekly: A stronger August jobs report collided with continued workforce compression, a 10,000-worker AI capability push, and new California scrutiny of automation-driven layoffs.

Amanda Ardizzi

Weekly Intelligence - K-12 Leadership Intelligence

Sep 7, 2026

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6 min read

Stability Comes With Conditions

In Session Weekly: Districts avoided immediate disruption on funding and labor this week, but the harder implications are shifting into budgets, compliance, and continuity planning.

Amanda Ardizzi

Deep Dives

Sep 2, 2026

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5 min read

From Approved List to Classroom Reality

Approval establishes a baseline. Local procurement and implementation determine whether the investment actually works.

Amanda Ardizzi

K-12 Executive Intelligence

The Three Competitions Behind a Curriculum Adoption

Sep 2, 2026

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5 min read

The Three Competitions Behind a Curriculum Adoption

Publishers are spending years to clear state reviews, then competing again for district contracts and long-term usage.

Amanda Ardizzi

Capital & Budget Signals

Tobacco Surcharge Litigation Is Rewriting Wellness Procurement

Sep 2, 2026

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6 min read

Tobacco Surcharge Litigation Is Rewriting Wellness Procurement

A wellness product becomes a compliance asset when premium dollars create discoverable evidence.

Amanda Ardizzi

Deep Dives

Tobacco Surcharges Are Turning Wellness Into a Compliance Purchase

Sep 2, 2026

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6 min read

Tobacco Surcharges Are Turning Wellness Into a Compliance Purchase

When a learning or wellness program changes what employees pay, procurement has to evaluate the workflow around the content as closely as the content itself.

Amanda Ardizzi

K-12 Executive Intelligence

One Failing Campus Can Reset the Buyer Map

Aug 31, 2026

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6 min read

One Failing Campus Can Reset the Buyer Map

The Curve Weekly: Texas takeover rules are turning accountability risk into contract risk for vendors serving vulnerable districts.

Amanda Ardizzi

Weekly Intelligence - K-12 Leadership Intelligence

State Takeover Risk Is Moving Up the District Agenda

Aug 31, 2026

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5 min read

State Takeover Risk Is Moving Up the District Agenda

In Session Weekly: Austin ISD is the latest example of how campus performance can trigger consequences for boards, superintendents, and district operations.

Amanda Ardizzi

Weekly Intelligence - Learning & Development Executive Intelligence

Aug 30, 2026

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4 min read

BLS Data, Micron Raise the Stakes

The Talent Weekly: New displacement figures, a major semiconductor training investment, and California’s AI rules put redeployment and workforce readiness in focus.

Amanda Ardizzi

Workforce Training Executive Intelligence

Aug 30, 2026

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5 min read

Workday Builds, Meta Pulls Back

The Credential Weekly: California advances Workforce Pell rules as Bright Horizons pushes workforce education deeper into Workday.

Amanda Ardizzi

Workforce Training Executive Intelligence

Aug 26, 2026

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3 min read

AI Is Breaking the Training Seat Model

AI-driven workforce redesign is separating training demand from employee count, creating new exposure for vendors whose revenue still scales with seats.

Amanda Ardizzi

Deep Dives

Aug 26, 2026

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4 min read

Fewer Employees Can Mean More Training

As AI makes smaller teams plausible, L&D leaders need to separate training spend that should disappear with roles from capability investment that may need to increase.

Amanda Ardizzi

Policy & Politics

When a Curriculum Win Unravels After Approval

Aug 26, 2026

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4 min read

When a Curriculum Win Unravels After Approval

Political turnover, teacher resistance, and community scrutiny are extending the risk window well beyond procurement.

Amanda Ardizzi

K-12 Executive Intelligence

Aug 26, 2026

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4 min read

When Curriculum Wins Become Conditional

Curriculum vendors increasingly need to assess whether a contract can survive the full journey from selection to classroom implementation.

Amanda Ardizzi

Weekly Intelligence - Learning & Development Executive Intelligence

AI Continues to Move From Tools to Org Design

Aug 24, 2026

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5 min read

AI Continues to Move From Tools to Org Design

The Talent Weekly: Uber weighs a smaller workforce, enterprises redesign roles, Anthropic makes baseline AI training free, and California pushes human oversight.

Amanda Ardizzi

Workforce Training Executive Intelligence

AI Cuts Headcount as Public Skills Investment Grows

Aug 24, 2026

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5 min read

AI Cuts Headcount as Public Skills Investment Grows

The Credential Weekly: Oracle prepares fresh cuts, Delaware expands Google training, DOL's $40M skills round closes, and Arrive AI ties a 20% workforce reduction to AI leverage.

Amanda Ardizzi

K-12 Executive Intelligence

Evidence, Gatekeepers, and the New Path to District Revenue

Aug 24, 2026

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6 min read

Evidence, Gatekeepers, and the New Path to District Revenue

The Curve Weekly: Federal evidence funding is restarting, edtech guidance is tightening scrutiny, co-ops are consolidating AI buying, and boards are proving they can still kill adoption after launch.

Amanda Ardizzi

Weekly Intelligence - K-12 Leadership Intelligence

Aug 24, 2026

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6 min read

When the Budget Stops Being the Budget

In Session Weekly: Wake absorbs a $17.6M payroll shock, Seattle braces for a possible day-one strike, Texas scrutinizes district overhead, and Merced faces the long tail of a cyber breach.

Amanda Ardizzi

Workforce Training Executive Intelligence

Invisible on Purpose: Why Workday's Least-Disclosed Product Could Reshape the Learning Market

Aug 19, 2026

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5 min read

Invisible on Purpose: Why Workday's Least-Disclosed Product Could Reshape the Learning Market

Subtitle: Buyout talk and a quiet product launch landed in the same week. Together, they show how Workday could turn its least-disclosed product into its most powerful lever.

Amanda Ardizzi

Amanda Ardizzi

Artificial Intelligence Budgets Are Moving Inside the Job

The K-12 AI Market Is Shifting From Capability to Control

When “Approved” Edtech Is No Longer Enough

Your Reskilling Plan Is Looking at the Wrong Unit of Work

Cuts, Mandates, and a Million-Worker Bet

From Licensing to Outcomes

Hiring Rebounds, but Restructuring Rolls On

Stability Comes With Conditions

From Approved List to Classroom Reality

The Three Competitions Behind a Curriculum Adoption

Tobacco Surcharge Litigation Is Rewriting Wellness Procurement

Tobacco Surcharges Are Turning Wellness Into a Compliance Purchase

One Failing Campus Can Reset the Buyer Map

State Takeover Risk Is Moving Up the District Agenda

BLS Data, Micron Raise the Stakes

Workday Builds, Meta Pulls Back

AI Is Breaking the Training Seat Model

Fewer Employees Can Mean More Training

When a Curriculum Win Unravels After Approval

When Curriculum Wins Become Conditional

AI Continues to Move From Tools to Org Design

AI Cuts Headcount as Public Skills Investment Grows

Evidence, Gatekeepers, and the New Path to District Revenue

When the Budget Stops Being the Budget

Invisible on Purpose: Why Workday's Least-Disclosed Product Could Reshape the Learning Market

Education Executive Intelligence By The Intelligence Council

Education Executive Intelligence
By The Intelligence Council