Thrilled to share our new article in Organizational Dynamics, coauthored with Dana Minbaeva, Martin Edwards, and Alec Levenson, where we explore how Workforce Analytics (WFA)—done right—can become a strategic capability in multinational corporations (MNCs). Unlike traditional people analytics, WFA is not about dashboards or descriptive metrics. It’s about value creation through strategic roles (think “A positions”) across complex, culturally diverse environments. We introduce the ACAI Model—a practical and theory-grounded approach for transforming workforce data into decisions that matter: Ask: Begin with business questions—not with data Collect: Focus on relevant, high-quality, cross-border workforce data Analyze: Apply rigorous, causal methods—not just correlations Influence: Shape strategic decisions, not just reports Our central message: Workforce Analytics—when done strategically, ethically, and globally—can drive lasting competitive advantage. Free access to the article (limited time): https://lnkd.in/ePZJTyRY For deeper insights, see our newly published book: Workforce Analytics: A Global Perspective (Routledge, 2025) And don’t miss the full Organizational Dynamics special issue on Global Talent Management, edited by Paula Caligiuri, PhD: https://lnkd.in/er8w6dus
How Workforce Analytics can drive competitive advantage in MNCs
More Relevant Posts
-
What Does It Means to Become a Skills-Based Organization? ✴️ What is it? 👉🏿A pure skills-based organization makes all talent decisions through the lens of skills and skills intelligence, which is the ability to identify, grow, and leverage skills at the individual and organizational level. 👉🏿This operating model is inherently agile and can pivot to address change quickly and effectively. 👉🏿A pure skills-based organization currently exists as a theory, not as a reality. 👉🏿The enticing promise of a skills-based organization masks the obstacles to this transformation. ✴️ Why does it matter? 👉🏿HR leaders are influential decision-makers regarding the feasibility, appropriateness, and scope of a skills-based transformation. 👉🏿Their strategic interpretation of the sensationalized promise of skills enables organizations to translate the noise into realistic opportunities for the organization. 👉🏿Moving along the skills-based spectrum is an intentional decision. 👉🏿In order to visualize the future, organizations need to uncover the work that needs to be done before beginning this transformation. https://lnkd.in/gnS9r2sZ Acknowledgment: McLean & Company #chro #hr #organizationdevelopment
To view or add a comment, sign in
-
-
The best People Analytics leaders don’t just measure attrition. They: 1. Protect the talent that drives business performance. 2. Spot flight risks before it’s too late. 3. Turn retention from a program into a strategic lever. Because retention isn’t about keeping everyone, it’s about safeguarding the roles that power growth. Fuel for resilience. Fuel for precision. Fuel for business value in an AI-shaped workforce. 🎯 That’s why the Global People Analytics Summit 2025 will feature: "How People Analytics Creates Career Value at Scale with Data-Driven Talent Intelligence" is all about. 🎯 In this session, you’ll discover: ✔️ How to pinpoint business-critical roles through segmentation and organizational value mapping ✔️ How to use predictive analytics to act early on flight risks ✔️ How to align retention directly with AI-driven transformation and enterprise priorities 🎙️ Featuring leading executives: → (Moderator) Bradford Williams, VP, People Insights & Enablement, Northwestern Mutual → Poonam Sirigidi, Senior Director, People Insights & Performance Management, Pfizer → Lei Pan, Ph.D., Head of People Analytics, FrieslandCampina → Mads Frank, Director of Behavioural Sciences & Global Head of Employee Insights, GSK → Andrea Derler, Ph.D., Principal, Research & Value, Visier Inc. → Christopher Cerasoli, Senior Associate Director, People Analytics, Boehringer Ingelheim 🗓️ October 9, 2025 → Americas: 7 AM PT / 10 AM ET → EMEA: 3 PM BST / 4 PM CEST 📍 Secure your free spot→ https://lnkd.in/eV5Fmg8T ♻️ Share this with an HR or People Analytics leader who’s ready to protect the talent that powers performance.
To view or add a comment, sign in
-
-
💡 The Silent Crisis Crippling Chief People Officers When Gut Feel Meets Hard Reality Most CPOs lead with instinct and experience — but the data tells a harder truth. 👉 70% of leaders say skills gaps are already hampering performance. The question isn’t if your organization has gaps — it’s whether you can see them before they sink your strategy. ⚠️ The Gamble of Intuition-Based People Decisions Without data-driven insights into workforce capabilities, you’re flying blind through a perfect storm. 📉 40% of leaders say their skills gaps are worsening 🚫 83% of HR teams can’t fill critical roles fast enough ⏳ 78% of hard skills become obsolete within five years ⚠️ Only 1 in 5 employees recognize this risk to their career security Behind every unfilled role is a team carrying double the load. Behind every obsolete skill is a person losing confidence in their future. 💣 The Ripple Effect of Skills Blindness 🔥 Innovation stalls — capability constraints trap even the best strategies 💸 Costs rise — revenue loss (24%), productivity drop (27%), recruitment costs soar (39%) ⚡ Engagement erodes — 63% of juniors are burnt out; 40% severely so This isn’t just a data problem — it’s a human one. 🧠 The Data-Driven Shift Leading CPOs are changing the game with analytics that deliver: ✅ Predictive Skills Mapping – Spot gaps 6–12 months early ✅ Strategic Workforce Planning – Anticipate evolving needs with precision ✅ Personalized Development Paths – Align growth with organizational goals These leaders aren’t reacting to change — they’re engineering adaptability. 🚀 The Path Forward Top CPOs now prioritize upskilling (63%) and reskilling (43%) over external hiring. They use data to turn their workforce into a living, learning competitive advantage. The organizations that thrive won’t be those with the biggest hiring budgets — but those with the clearest visibility into their people’s potential. The future of work demands more than intuition. It demands intelligence — human intelligence amplified by data intelligence. 💬 Over to You How are you equipping your organization to see what’s really happening beneath the surface? 👇 Are you leading by instinct or by insight? #PeopleAnalytics #ChiefPeopleOfficer #TalentDevelopment #WorkforceTransformation #HR #SkillsGap #FutureOfWork
To view or add a comment, sign in
-
💡 What does systems thinking mean in workforce planning and why is it so critical? Too often, workforce planning is treated as a linear process: ✔️ Forecast headcount ✔️ Fill roles ✔️ Repeat But organisations aren’t linear. They’re complex systems where hiring decisions, culture, technology, inclusion, the desire for diversity (or lack of it), and business priorities all interact. 🔎 Systems thinking forces us to step back and ask: How does a change in one part of the workforce impact the rest? What hidden dependencies could derail a strategy? Where can we unlock performance by aligning talent, culture, and business outcomes? Without this lens, organisations risk: ⚠️ Building tomorrow’s workforce on yesterday’s assumptions ⚠️ Relying on siloed programmes and initiatives that don't join the dots ⚠️ Chasing headcount instead of capability ⚠️ Failing to adapt when disruption hits ✔️With systems thinking, workforce planning becomes less about “filling gaps” and more about future-proofing the entire organisation. 👉 In our Talent Strategy Masterclass, we dive into practical ways leaders can embed this mindset and design workforces that are resilient, adaptive, and inclusive. Want a copy? Drop me a DM and I'll get it sent over to you. #WorkforcePlanning #FutureOfWork #TalentStrategy #SystemsThinking #BusinessResilience
To view or add a comment, sign in
-
-
𝗙𝗿𝗼𝗺 𝗧𝗲𝗮𝗺𝘀 𝘁𝗼 𝗦𝘆𝘀𝘁𝗲𝗺𝘀: 𝗦𝗰𝗮𝗹𝗶𝗻𝗴 𝗦𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲 𝗔𝗰𝗿𝗼𝘀𝘀 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴 𝗢𝗿𝗴𝗮𝗻𝗶𝘇𝗮𝘁𝗶𝗼𝗻𝘀 Even the strongest frameworks fail when they 𝗿𝗲𝗺𝗮𝗶𝗻 𝗶𝘀𝗼𝗹𝗮𝘁𝗲𝗱 𝘄𝗶𝘁𝗵𝗶𝗻 𝗮 𝘀𝗶𝗻𝗴𝗹𝗲 𝘁𝗲𝗮𝗺. Scaling structure is the real test — one that most organizations still struggle to pass. 📊 𝗚𝗮𝗿𝘁𝗻𝗲𝗿 (𝟮𝟬𝟮𝟱) found that only 𝟯𝟮 % 𝗼𝗳 𝗯𝘂𝘀𝗶𝗻𝗲𝘀𝘀 𝗹𝗲𝗮𝗱𝗲𝗿𝘀 achieved healthy change adoption among employees. Another Gartner survey (Oct 2025) showed that 𝗹𝗲𝘀𝘀 𝘁𝗵𝗮𝗻 𝗵𝗮𝗹𝗳 𝗼𝗳 𝗲𝗺𝗽𝗹𝗼𝘆𝗲𝗲𝘀 met their company’s change goals — a sign that great pilots often collapse when rolled out organization-wide. Why? Because today’s change is 𝘀𝘁𝗮𝗰𝗸𝗲𝗱, 𝗻𝗼𝘁 𝘀𝗲𝗾𝘂𝗲𝗻𝘁𝗶𝗮𝗹 — multiple initiatives happen simultaneously, stretching teams thin and creating “change fatigue” that erodes trust, performance, and intent to stay. ✅ 𝗛𝗼𝘄 𝘁𝗼 𝗦𝗰𝗮𝗹𝗲 𝗦𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲 𝗪𝗶𝘁𝗵𝗼𝘂𝘁 𝗕𝗿𝗲𝗮𝗸𝗶𝗻𝗴 𝗠𝗼𝗺𝗲𝗻𝘁𝘂𝗺 1️⃣ 𝗗𝗶𝗮𝗴𝗻𝗼𝘀𝗲 𝗖𝗵𝗮𝗻𝗴𝗲 𝗙𝗮𝘁𝗶𝗴𝘂𝗲 𝗘𝗮𝗿𝗹𝘆 Track competing initiatives and align timelines ahead of adoption failures. 2️⃣ 𝗦𝘁𝗮𝗻𝗱𝗮𝗿𝗱𝗶𝘇𝗲 𝗖𝗼𝗿𝗲 𝗙𝗼𝘂𝗻𝗱𝗮𝘁𝗶𝗼𝗻𝘀 Define clear frameworks for how teams set goals, align expectations, and track growth as they scale. 3️⃣ 𝗥𝗼𝘂𝘁𝗶𝗻𝗶𝘇𝗲 𝗖𝗵𝗮𝗻𝗴𝗲 Gartner’s research highlights that when leaders make adaptation part of everyday work — not an occasional event — employees are three times more likely to adopt change on time, and in a healthy way. 4️⃣ 𝗕𝘂𝗶𝗹𝗱 𝗙��𝗲𝗱𝗯𝗮𝗰𝗸 𝗦𝘆𝘀𝘁𝗲𝗺𝘀, 𝗡𝗼𝘁 𝗔𝗻𝗻𝗼𝘂𝗻𝗰𝗲𝗺𝗲𝗻𝘁𝘀 Create two-way communication loops so insights from one team refine the next rollout — structure scales when learning does too. Organizations that treat structure as a 𝘴𝘺𝘴𝘵𝘦𝘮 — not a 𝘱𝘳𝘰𝘫𝘦𝘤𝘵 — see more consistent performance, higher trust, and stronger retention. 💡 At 𝗧𝗮𝗹𝗲𝗻𝘁𝗗𝗮𝘁𝗮𝗣𝗿𝗼𝗭𝗥, we help tech companies turn structure into a scalable system with ready-to-use frameworks for hiring, onboarding, and career growth. Explore the complete toolkits here → talentdataprozr.carrd.co or shop directly → https://lnkd.in/ecNGEhYi #HRLeadership #ChangeManagement #EngineeringCulture #TalentStrategy #HRTech #PeopleOps
To view or add a comment, sign in
-
-
The Problem Beneath the Metrics: Most tools on the market measure surface-level engagement. But they miss what truly drives performance. As a result, SMB leaders are left making big decisions with partial data, unaware of the deeper misalignments holding their teams back. The Truth Human Score Reveals: Human Score is the first diagnostic designed to reveal the employee experience of work inside your organization. It uncovers what’s blocking productivity and slowing momentum, from unclear roles and outdated approval chains to invisible cultural breakdowns. Forget feel-good dashboards. This is people science that shows where your organization is struggling across five critical areas: 🗂️ Work Design — Is the work structured to make the most of your team’s time, talent, and energy? 🏗️ Structure — Are your systems and reporting lines built for speed and clarity, or do they create confusion and friction? 🥳 Culture — Is your culture consistent in how people communicate, collaborate, and lead, or are there gaps between intention and action? 📥Decision-Making — Are roles and responsibilities clear enough to keep your team moving fast and aligned? 🤝Fairness — Are your top performers recognized and supported, or are legacy processes limiting growth and morale? The Future You Can Build With Human Score: C-suites walk away with a greater understanding of: ✅ WHY issues exist ✅ WHAT you can do about them ✅ HOW to create change that is embraced and co-created with your employees If you're planning an organizational change, Human Score is the one tool that turns good intentions into lasting transformation. 📩 DM us to schedule a demo and see how Human Score makes your next move smarter, faster, and more human. #HumanCentricity #SMBLeadership #CultureTransformation #PeopleScience #FutureOfWork #OrganizationalDesign #changemangement
To view or add a comment, sign in
-
-
Designing and Testing the Right Organization Structure — Start with the Right Questions Before drawing boxes and reporting lines, pause and ask: Does your structure truly enable your strategy, or merely mirror last year’s chart? According to McKinsey (2023), fewer than 23% of companies believe their current organization structure effectively supports their strategic priorities. This gap often stems not from poor intent, but from misalignment between structure, people, and strategy. To design — or test — an effective structure, leaders must go beyond hierarchy and titles. Ask the questions that reveal whether your organization enables performance or constrains it: 🔹 Strategic Fit: Does the structure clearly reflect and enable the company’s strategic priorities and sources of competitive advantage? 🔹 Human Alignment: Does the structure fit the skills, motivations, and behaviors of the people available? 🔹 Accountability: Are individuals and units clearly accountable for end-to-end performance? 🔹 Collaboration Efficiency: Is it easy for teams to work together, avoiding forced coordination between inherently weak or complex linkages? 🔹 Expertise Protection: Do we protect specialist expertise and culture for innovation or new areas that must not be diluted? 🔹 Corporate Value-Add: Does the corporate center add more value than cost to its business units? To illustrate; when Unilever restructured from a region-based model to a category-focused business group structure in 2022, the goal was clear — to reduce duplication, speed up decisions, and improve accountability. Within a year, decision-making time reportedly dropped by 30%, and global category margins improved by 4%. This demonstrates that structure isn’t an administrative exercise — it’s a strategic lever. Because the best organization design isn’t the most sophisticated; It’s the one that makes strategy work, people thrive, and decisions move fast. #OrganizationDesign #StrategyExecution #BusinessPsychology #HRTransformation #OrganizationalExcellence #StructureFollowsStrategy
To view or add a comment, sign in
-
-
𝐅𝐨𝐫 𝐇𝐑 𝐥𝐞𝐚𝐝𝐞𝐫𝐬, 𝐮𝐧𝐝𝐞𝐫𝐬𝐭𝐚𝐧𝐝𝐢𝐧𝐠 𝐚𝐧𝐝 𝐥𝐞𝐯𝐞𝐫𝐚𝐠𝐢𝐧𝐠 𝐀𝐈 𝐢𝐬𝐧'𝐭 𝐣𝐮𝐬𝐭 𝐚𝐧 𝐨𝐩𝐭𝐢𝐨𝐧 𝐚𝐧𝐲𝐦𝐨𝐫𝐞; 𝐢𝐭'𝐬 𝐭𝐡𝐞 𝐧𝐞𝐰 𝐜𝐨𝐫𝐞 𝐜𝐨𝐦𝐩𝐞𝐭𝐞𝐧𝐜𝐲 𝐟𝐨𝐫 𝐬𝐭𝐫𝐚𝐭𝐞𝐠𝐢𝐜 𝐢𝐦𝐩𝐚𝐜𝐭. Take example of Organizational structures. For years, crafting effective organizational structures has been one of our key aspects of HR . My role, like many of my peers, has involved meticulously balancing a complex array of parameters: ensuring career progression paths, forecasting long-term team stability, optimizing spans of control, defining supervisory layers, and aligning every detail with business objectives and practical realities. We've navigated job sizing, reporting hierarchies, and countless other nuances, often through extensive manual analysis and expert judgment. Every OD professional knows this painstaking dance. But what if I told you the landscape is undergoing a revolutionary shift? what if that dance just became a full-throttle sprint, guided by an intelligent co-pilot? The game has fundamentally changed. Imagine upload the employee profiles, HRIS data and asking an AI: "Give me 3 radical organizational structures for our Information Security unit." And in moments, it doesn't just draw boxes. It hands you a blueprint packed with previously unimaginable insights: 𝑭𝒊𝒏𝒂𝒏𝒄𝒊𝒂𝒍 𝑹𝑶𝑰 𝒇𝒐𝒓 𝒆𝒂𝒄𝒉 𝒐𝒑𝒕𝒊𝒐𝒏. 𝑷𝒓𝒆𝒅𝒊𝒄𝒕𝒊𝒗𝒆 𝑻𝒆𝒂𝒎 𝑺𝒕𝒂𝒃𝒊𝒍𝒊𝒕𝒚 (𝒔𝒉𝒐𝒓𝒕 & 𝒍𝒐𝒏𝒈-𝒕𝒆𝒓𝒎). 𝑹𝒆𝒗𝒆𝒏𝒖𝒆 𝑰𝒎𝒑𝒂𝒄𝒕 𝒇𝒐𝒓𝒆𝒄𝒂𝒔𝒕𝒔. 𝑪𝒖𝒍𝒕𝒖𝒓𝒂𝒍 𝑪𝒐𝒉𝒆𝒔𝒊𝒐𝒏 𝒎𝒆𝒕𝒓𝒊𝒄𝒔. 𝑬𝒗𝒆𝒏 𝒐𝒑𝒕𝒊𝒎𝒂𝒍 𝒕𝒆𝒂𝒎 𝒎𝒆𝒎𝒃𝒆𝒓 𝒑𝒓𝒐𝒇𝒊𝒍𝒊𝒏𝒈 𝒃𝒂𝒔𝒆𝒅 𝒐𝒏 𝒊𝒏𝒅𝒊𝒗𝒊𝒅𝒖𝒂𝒍 𝒑𝒆𝒓𝒔𝒐𝒏𝒂𝒍𝒊𝒕𝒊𝒆𝒔 𝒂𝒏𝒅 𝒑𝒐𝒕𝒆𝒏𝒕𝒊𝒂𝒍 𝒇𝒖𝒕𝒖𝒓𝒆 𝒇𝒊𝒕. This isn't just a tool; it's a strategic weapon. We're moving from hypothesis to hyper-informed decision-making, from manual guesswork to future-proof design. The future of organizational architecture isn't just digital; it's dramatically intelligent. The goosebumps are real. #HRAI #OrgDesignRevolution #FutureofWork #AITransformation #HRStrategy
To view or add a comment, sign in
-
-
In today’s competitive business landscape, employee performance is often seen as a product of longer hours and relentless effort. But evidence tells a different story. When fatigue and mental exhaustion set in, the ripple effect goes far beyond individual burnout — it strikes at the heart of an organization’s culture and performance. --Creativity declines. --Innovation slows. --Loyalty erodes. --And before long, retention and productivity take a serious hit. For Human Resources and People Leaders, this means rethinking traditional performance metrics. True productivity doesn’t come from pushing harder — it comes from creating conditions where people can think, innovate, and stay inspired. At Mathnal Analytics LLP, we believe that decisions must come from evidence — not assumptions. Our latest analysis, “How Fatigue Impacts Creativity, Loyalty, and Productivity,” explores how data-driven approaches can help HR teams build sustainable, high-performing cultures. 🚀 Join our Supply Chain Machine Learning Engineering Program starting 20th November, where we blend data, analytics, and behavioral insights to create smarter organizational strategies. #EmployeeWellbeing #CreativityAtWork #InnovationCulture #RetentionStrategy #WorkplaceProductivity #LeadershipDevelopment #MathnalAnalytics #DecisionsFromEvidence #DataDrivenDecisions #ContinuousLearning
To view or add a comment, sign in
-
At our recent virtual conference, HR and business leaders from Core & Main, M&T Bank, Deputy, Quest Diagnostics, and Enablo shared how they’re streamlining work by clarifying priorities, reducing low-value tasks, and using automation to remove everyday friction. 𝐓𝐡𝐞𝐢𝐫 𝐭𝐚𝐤𝐞𝐚𝐰𝐚𝐲: productivity in 2025 is defined by reducing barriers so teams can focus on what matters most. Read the full recap: https://lnkd.in/gR8Yxkhd #FD1Article #PeopleStrategy #EmployeeExperience #HRLeadership
To view or add a comment, sign in
More from this author
Explore related topics
- Global Workforce Data Analytics
- Workforce Diversity Metrics
- Workforce Analytics Consulting
- Workforce Diversity Dashboards
- Workforce Efficiency Solutions
- Workforce Forecasting Techniques
- Hiring Process Analytics
- Employee Lifecycle Analytics
- Human Capital Insights
- How Global Workforce Dynamics Are Changing
Thanks very much for sharing Mark Huselid. “Which roles or workforce attributes truly drive success?” This is a much better question than evidence-based HR has asked in the past and provides a much better foundation to elevate "WFA" onto leadership agendas. Ultimately, firms need to get beyond a talent-skewed agenda towards a causally connected Human Value one, which also comprises systems and cultural characteristics that provide the context in which everyone can thrive and fully contribute (not just the A players). https://stuartwoollard.substack.com/p/people-are-our-greatest-asset-so