HR Doesn't Have a Data Problem. It Has a Decision Problem. If you spend enough time in HR, you'll eventually hear someone say, "We need more data before we can decide." Sometimes that's true. Most of the time, it isn't. Over the years, I've worked in organizations of very different sizes
Before Building a Skills Strategy, Decide What Problem You're Trying to Solve Skills have become one of the most discussed topics in HR. Whether the conversation is about internal mobility, workforce planning, AI, learning, or talent marketplaces, skills almost always find their way into the discussion. It's easy to see why. Organizations are changing quickly, roles continue to evolve, and
Workforce Planning Isn't a Spreadsheet Exercise Mention workforce planning and most people immediately think about headcount forecasts, hiring plans, or budget discussions. Those activities are certainly part of the process, but they aren't the process itself. If workforce planning starts and ends with calculating how many people you'll need next year, you&
Why Job Architecture Is Becoming HR's Operating System For years, job architecture was one of those HR initiatives that rarely attracted much attention. It wasn't particularly visible, it wasn't exciting, and it was often difficult to explain outside the HR team. Most business leaders didn't ask about it, and many organizations postponed
AI Won't Fix HR. It Will Expose It The conversation around AI in HR has become remarkably similar across organizations. We talk about adoption, productivity, prompt engineering, copilots, and the latest features being released almost every week. Leadership wants to know how to increase usage, HR teams want to understand where AI fits into their work, and vendors
Using People Data to Strengthen Calibration: A Strategic Approach for a Complex Process Calibration happens every year, and every year the same tensions show up: uneven ratings, memories driving decisions, different standards between leaders, and a lot of debate about “impact” without shared evidence. Good People data doesn’t solve all of that, but it gives the room a stable reference point. AI
2025: A Turning Point, 2026: A Year of Execution 2025 felt like a reset year. HR teams finally stopped treating data and AI as “extras” and began building them into the core of how organizations work. The shift was real: fewer buzzwords, more execution, and a clearer understanding that modern People functions need strong foundations, smart automation, and a
The Future of People Analytics: From Dashboards to Conversational Intelligence For the past decade, dashboards have been the visual centerpiece of People Analytics. They’ve given HR and business leaders a way to see trends, compare metrics, and track progress. We’ve invested countless hours designing, refining, and updating these dashboards — choosing the right colors, visual types, and filters to
Data Modeling for People Analytics: The Beginner-Friendly Deep Dive HR Teams Actually Need Most HR and People Analytics problems look like reporting problems. In reality, they’re structure problems. If your underlying data isn’t modeled well—if your systems don’t agree on who someone is, which department they’re in, or when a job change became effective—no amount of dashboard
AI for the People Function Comparing AI Tools for People Teams: What to Use, How to Use It, and Why Data Protection Comes First Introduction: AI Is Reshaping How People Teams Work From writing performance reviews to automating survey summaries, AI tools are changing the way People Teams operate. Tools like ChatGPT (OpenAI), Gemini (Google), Claude (Anthropic), and Copilot (Microsoft) are now easily accessible—and often already embedded in the platforms HR uses every
Practical Guides & Templates Future-Proofing the People Function with Automation How HR can use automation to gain time, reduce risk, and stay ahead in a fast-changing world. Introduction: The Stakes Are Rising HR teams are being asked to do more with less. More strategic work, more data-driven decisions, more personalized employee experiences—often with limited resources and increasing
HR Tech, Systems & Platforms What to Look for in People Analytics Platforms and AI Vendors Making smart, future-ready decisions when evaluating tech for your people function. Introduction: Tools Shape Strategy The systems you choose for People Analytics don’t just support your strategy—they shape it. The right platform can help you uncover insights, automate complexity, and drive better decisions across the business. The
Agile HR & Organizational Innovation Scaling Culture Without Scaling Chaos How to protect what makes your company great as you grow—without losing clarity, connection, or control. Introduction: Growth Can Dilute Culture—If You Let It Most companies start with strong cultural DNA. Small teams. High trust. Clear values. Fast decisions. But as the company grows—more people, more layers,
Agile HR & Organizational Innovation Modernizing the Employee Lifecycle Through Design Thinking How to use human-centered design to create People processes that actually work. Introduction: The Lifecycle Is Broken When It's Built for HR, Not for People Most organizations define their employee lifecycle stages—recruiting, onboarding, performance, development, exit—and then build rigid, policy-driven processes around them. These
Agile HR & Organizational Innovation Innovation in People Experience: Moving from Feedback to Prototypes How HR can stop analyzing and start building better employee experiences. Introduction: Feedback Alone Doesn’t Drive Change Organizations spend significant time collecting employee feedback—through surveys, focus groups, exit interviews, and 1:1s. While this data is important, it often leads to long reports, generalized action plans, or vague
AI for the People Function Designing a Responsible AI Policy for the People Function Clear principles to guide ethical, effective use of AI in HR. Introduction: The Need for Guardrails AI is rapidly becoming part of how HR teams operate—from sourcing candidates to analyzing attrition risk. The opportunities are real, but so are the risks. Without clear internal policies, teams may adopt AI
AI for the People Function AI in Performance Management: Risks, Opportunities, and Guardrails Using artificial intelligence without compromising fairness, trust, or impact. Introduction: Performance Management Needs an Upgrade Performance management is one of the most important processes in any organization. It shapes compensation, development, promotions, and retention. But it’s also one of the most criticized—seen as biased, inconsistent, and disconnected from
AI for the People Function Practical Applications of AI in HR Today What’s already working—and where to focus now. Introduction: From Hype to Use Case Artificial Intelligence (AI) is reshaping how organizations operate. In HR, the conversation has moved beyond theory. We’re now in a phase where practical applications are being deployed, tested, and embedded into everyday workflows. This
Practical Guides & Templates The Role of People Analytics in Workforce Planning From static headcount charts to dynamic, data-informed talent strategies. Introduction: Workforce Planning Needs a Rethink Workforce planning has traditionally been a finance-driven exercise. HR is asked to “submit a headcount plan,” usually in spreadsheets, then plug names into roles and hope it all holds up over time. But
People Analytics & Metrics in Action Democratizing People Analytics Without Losing Control How to empower the business with data—without compromising trust, quality, or governance. Introduction: The Shift Toward Data Access for All People Analytics has traditionally been handled by specialists—analysts, HRBPs, or centralized COEs. But that model is shifting. More teams are asking for access. Leaders want real-time dashboards.
Practical Guides & Templates Designing Scalable People Processes Simple. Repeatable. Built to grow with your business. Introduction: Scale Is Not About Size—It’s About Fit Over Time People processes that work for 50 employees often break at 150. What feels “just enough” early on—like asking HR for every job title change or managing onboarding via email—
Agile HR & Organizational Innovation Building a Self-Service Culture in HR Empower people. Reduce operational load. Build trust. Introduction: Why Self-Service Is Not a Shortcut—It’s a Strategy In many HR teams, the volume of daily questions is relentless: “How do I submit PTO?” “Where’s the onboarding checklist?” “Can I get a copy of my last performance review?
Agile HR & Organizational Innovation The HR Data Operating Model: Centralized, Embedded, or Hybrid? How to structure People Analytics for scale, impact, and alignment with the business. Introduction: Why the Way You Organize People Data Work Matters It’s no longer enough to “do analytics.” Organizations today expect People teams to deliver insights that are fast, accurate, and actionable. But many HR teams struggle—
Practical Guides & Templates Operationalizing People Team Knowledge How to turn what we “know” into what everyone can use. Introduction: Why This Matters Every People team holds a large amount of critical knowledge. Some of it is documented. Most of it lives in conversations, Slack threads, personal notes, and people’s heads. We know how to onboard someone,
Practical Guides & Templates Creating a Central Repository for People Processes and Documentation A strategic foundation for consistency, clarity, and scale. Introduction: Why This Matters Now As organizations grow, they naturally become more complex. Teams expand. New tools are introduced. Policies evolve. Roles shift. And in the middle of it all, the People function is expected to enable smooth operations, consistent employee experiences,