Who is liable when an AI agent fails? New AI liability laws answer the question, but not the harder one underneath it

Who is liable when an AI agent fails? New AI liability laws answer the question, but not the harder one underneath it

Who is liable when an AI agent fails? New AI liability laws answer the question, but not the harder one underneath it

Who is liable when an AI agent fails? New AI liability laws answer the question, but not the harder one underneath it

Who is liable when an AI agent fails? New AI liability laws answer the question, but not the harder one underneath it

Who is liable when an AI agent fails? New AI liability laws answer the question, but not the harder one underneath it

Who is liable when an AI agent fails? New AI liability laws answer the question, but not the harder one underneath it

Dual ladders, DRIs, player-coaches: what the data says about pay gaps, span of control, and where modern org design breaks

Dual ladders, DRIs, player-coaches: what the data says about pay gaps, span of control, and where modern org design breaks

Dual ladders, DRIs, player-coaches: what the data says about pay gaps, span of control, and where modern org design breaks

Dual ladders, DRIs, player-coaches: what the data says about pay gaps, span of control, and where modern org design breaks

Dual ladders, DRIs, player-coaches: what the data says about pay gaps, span of control, and where modern org design breaks

Dual ladders, DRIs, player-coaches: what the data says about pay gaps, span of control, and where modern org design breaks

Dual ladders, DRIs, player-coaches: what the data says about pay gaps, span of control, and where modern org design breaks

AI isn't hitting the bottom of the hierarchy first — it's hollowing out the middle. What the data reveals about leadership, org structure, and what comes next

AI isn't hitting the bottom of the hierarchy first — it's hollowing out the middle. What the data reveals about leadership, org structure, and what comes next

AI isn't hitting the bottom of the hierarchy first — it's hollowing out the middle. What the data reveals about leadership, org structure, and what comes next

AI isn't hitting the bottom of the hierarchy first — it's hollowing out the middle. What the data reveals about leadership, org structure, and what comes next

AI isn't hitting the bottom of the hierarchy first — it's hollowing out the middle. What the data reveals about leadership, org structure, and what comes next

AI isn't hitting the bottom of the hierarchy first — it's hollowing out the middle. What the data reveals about leadership, org structure, and what comes next

AI isn't hitting the bottom of the hierarchy first — it's hollowing out the middle. What the data reveals about leadership, org structure, and what comes next

Proximity bias may be stalling your career. Discover why hybrid performance reviews fail and how to fix them with research-backed strategies for success

Most workforce strategies are built on a signal that captures a fraction of actual AI exposure. The Iceberg Index shows what the data is missing and why it matters

Proximity bias may be stalling your career. Discover why hybrid performance reviews fail and how to fix them with research-backed strategies for success

Proximity bias may be stalling your career. Discover why hybrid performance reviews fail and how to fix them with research-backed strategies for success

Proximity bias may be stalling your career. Discover why hybrid performance reviews fail and how to fix them with research-backed strategies for success

Most workforce strategies are built on a signal that captures a fraction of actual AI exposure. The Iceberg Index shows what the data is missing and why it matters

Mass layoffs damage more than headcount. Discover why the real cost lands on the people who stay — and what organisations consistently fail to do about it

Mass layoffs damage more than headcount. Discover why the real cost lands on the people who stay — and what organisations consistently fail to do about it

Mass layoffs reveal who your organisation really is. What the research says about fairness, trust and what most companies get dangerously wrong

Mass layoffs reveal who your organisation really is. What the research says about fairness, trust and what most companies get dangerously wrong

Mass layoffs reveal who your organisation really is. What the research says about fairness, trust and what most companies get dangerously wrong

Meta description: AI is changing who gets ahead at work — and not equally. Find out what the research says and what HR

Meta description: AI is changing who gets ahead at work — and not equally. Find out what the research says and what HR

Leadership development keeps failing — not because of bad training, but because of where the problem actually starts. Find out what organisations keep getting wrong

Leadership development keeps failing — not because of bad training, but because of where the problem actually starts. Find out what organisations keep getting wrong

China's manufacturing reskilling is failing, not because the frameworks are wrong, but because they were built for economies with more time and slower change

China's manufacturing reskilling is failing, not because the frameworks are wrong, but because they were built for economies with more time and slower change

Reflections on a year of publishing, testing assumptions, and making research truly useful for real-world decisions

AI adoption fails when organisations automate work without fixing obsolete systems. Research on why scaling fails, which skills matter, what infrastructure lacks

AI adoption fails when organisations automate work without fixing obsolete systems. Research on why scaling fails, which skills matter, what infrastructure lacks

AI adoption fails when organisations automate work without fixing obsolete systems. Research on why scaling fails, which skills matter, what infrastructure lacks

Seven patterns reveal why AI, remote work, and skills initiatives fail. Data from 51 weeks shows trust collapse, broken metrics, and demographic crisis.

Seven patterns reveal why AI, remote work, and skills initiatives fail. Data from 51 weeks shows trust collapse, broken metrics, and demographic crisis.

Seven patterns reveal why AI, remote work, and skills initiatives fail. Data from 51 weeks shows trust collapse, broken metrics, and demographic crisis.

How the gap between tool evolution and human systems creates every modern workplace crisis

How the gap between tool evolution and human systems creates every modern workplace crisis

How the gap between tool evolution and human systems creates every modern workplace crisis

Skills-first hiring is failing without verification systems. Discover why employers cannot validate talent and what solutions will define 2026's labour market

Skills-first hiring is failing without verification systems. Discover why employers cannot validate talent and what solutions will define 2026's labour market