• skills-based organization
    David Green: The best HR & People Analytics articles of June 2025 AI is reshaping industries, companies, workforces and the way we work. As with previous industrial revolutions, this will mean that companies will need fewer people to perform some tasks, and more people to undertake other (including many new) tasks. Amazon CEO, Andy Jassy, addressed this very topic in a recent message to Amazon’s employees while recent remarks by Dario Amodei, CEO of Anthropic, that AI could wipe out half of all entry-level white-collar jobs — and spike unemployment by 10-20% in the next one to five years have been widely reported. The truth is that it is probably too early to judge how this will play out over time, and whether this industrial revolution will differ from all others in history by being a net destroyer rather than a net creator of jobs. Whatever direction we go in, it’s clearly going to be a disruptive few years ahead. HR needs to play an active role in terms of leading organisational transformation, redesigning work, upskilling the workforce, building a culture of continuous agility, and transforming the HR function itself. HR can be the crucial link ensuring employees can thrive alongside technology. This month’s collection of resources addresses many of these topics, and if I could highlight one in particular, it would be a new Stanford paper on the Future of Work with AI Agents, which amongst other findings lays out a framework for human-agent collaboration. Enjoy! This edition of the Data Driven HR Monthly is sponsored by our friends at Draup Prepare your workforce for the AI Era Prepare your workforce for the AI era | Strategic HR Insights | Etter Etter is Draup’s flagship AI transformation engine designed to help enterprises systematically reimagine job roles, skills, and workforce structures in the AI era. Built as an adaptive, modular solution, Etter integrates proprietary labor intelligence, enterprise data, and market signals to provide hyper-contextual, execution-ready recommendations for HR and business leaders. Etter’s methodology is anchored on three foundational pillars: Draup Models: This includes the Role Disruption Index, Workload Disaggregation, Skills Evolution, and Talent Density Models to identify which roles are most susceptible to AI disruption, what tasks can be automated or augmented, and how skills are shifting across industries. It generates AI-ready job descriptions and quantifies AI’s productivity and time-saving impacts at a task level. Agentic Workflows: These simulate real-time strategic decisions—like reskilling paths, CoE creation, and role redesign—tailored to the organization’s structure, metrics, and technology ecosystem. They dynamically adapt to changes in business strategy or external environments such as regulatory shifts. Sustainability Engine: Ensures responsible transformation by embedding fairness, inclusion, and long-term workforce resilience into every recommendation. Real-time dashboards track transformation maturity and enable scenario planning to balance automation with talent retention. The document details advanced models like Tech Stack Mapping, Similar Role Identification, and Location Optimization to help organizations design AI-augmented ecosystems. It also outlines the data needed—from job descriptions to transformation signals—and a 4–6 week pilot approach to assess 10–12 roles for quick wins. Etter moves beyond theoretical AI strategy to deliver measurable, role-level change—empowering CHROs, CTOs, and transformation teams to redesign workforces that are future-proof, agile, and ethically AI-enabled. Learn more about Etter here. To sponsor an edition of the Data Driven HR Monthly, and share your brand with more than 140,000 Data Driven HR Monthly subscribers, send an email to dgreen@zandel.org. Invitation: If you are a people analytics leader, participate in the 6th annual Insight222 People Analytics Trends survey... The Insight222 People Analytics Trends study is now in its sixth year, and has grown to be the biggest and most important annual study in the field of people analytics. The survey for 2025 is open, and is intended to gain insights into: (1) HR's role in shaping your AI strategy. (2)AI usage & adoption (3) Upskilling and enabling factors, and AI outcomes If you are the people analytics leader at your company and would like to participate in the People Analytics Trends study for 2025, click this link and please join over 400 companies and complete the survey by the new closing date of July 6. JUNE ROAD REPORT A trio of highlights from June: I finally got to attend TALREOS, which is curated and organised annually by Deborah M. Weiss and Derek Gundersen at Northwestern in Chicago. It proved to a memorable three days, with 200 participants and plenty of learning, collaboration and networking. I had the privilege of speaking on two panels. The first, hosted by the inimitable Ian OKeefe, and also featuring Dan Trares, Nicholas Garbis and Cole Napper, discussed how to build a successful people analytics function. The second, which I moderated, and featured Dean Carter, Courtney McMahon and Ryan Colthorp, discussed the critical topic of how to create and measure the value of people analytics. Participants at TALREOS 2025 From Chicago, it was a short hop to Toronto for the first ever Canadian Peer Meeting for 40 members of the Insight222 People Analytics Program, which was hosted by Don Dela Paz and the team at RBC. Speakers over the two days included Don as well as Ujjwal Sehgal, Maria Grazia (Grace) Guma, Rachel Beaulieu-Salamido, Kunal Thakkar, MS, PMP, Rob Dees, Travis Windling, Patrick Joseph Tuason, David Holmes, Foteini Agrafioti and Arjun Asokakumar, MMA, CHRL. Participants at the Insight222 Peer Meeting at RBC in Toronto, June 2025 Finally, last week saw David Duewel and his team at BT Group host a Peer Meeting for more than 60 European members of the Insight222 People Analytics Program in London. Speakers over the two days included: Elaine Bergin, Julie-Anne Sivajoti, Fiona Vines, Stefaan De Keyser, Julien Legret, Stefanos Adamantiadis, Nick Hudgell, Mariana Allain Carrasqueira, Olly Britnell and Ashar Khan. Across all three events I left with a number of reflections including: (1) When people analytics is closely with business strategy it delivers exponential value. (2) AI is elevating and disrupting people analytics in equal measure. (3) Employee listening is the 'human' face of people analytics. Just to highlight to my Indian network and readers that I'm speaking at TechHR India 2025 in Delhi, which is organised by People Matters, at the end of July. I'll be delivering a keynote on July 31 after a pre-conference workshop on July 30 on The Science of Better Decisions - I hope to see some of you there. Share the love! Enjoy reading the collection of resources for June and, if you do, please share some data driven HR love with your colleagues and networks. Thanks to the many of you who liked, shared and/or commented on May’s compendium. If you enjoy a weekly dose of curated learning (and the Digital HR Leaders podcast), the Insight222 newsletter: Digital HR Leaders newsletter is usually published every other Tuesday – subscribe here – and read the latest edition. HYBRID, GENERATIVE AI AND THE FUTURE OF WORK IBM - 5 Mindshifts to Supercharge Business Growth It’s no longer a question of whether to use AI—but where AI will give you the greatest lift and how you should redeploy your people to accelerate growth. IBM’s recently published 2025 CEO Outlook is required reading for all chief people officers and heads of people analytics. The study highlights that talent recruiting and retention is ranked #2 in the top challenges of CEOs (see FIG 1). The report highlights five mindshifts to supercharge growth in the age of AI – all of these apply for HR too: (1) Make courage your core (“The power and potential of AI is pushing organizations to transform faster, even if they’re not sure what exactly what that entails.”) (2) Embrace AI-fuelled creative destruction (“Establish metrics and monitoring systems to assess AI effectiveness and create a culture of accountability.”) (3) Cultivate a vibrant data environment (“Start with data. If CEOs get their data environment right, they can accelerate change, impact, and stakeholder value.”) (4) Ignore FOMO, lean into ROI (“Only 25% of AI initiatives have delivered expected ROI—and only 16% have scaled enterprise-wide. Fail fast and move on.”) (5) Borrow the talent you can’t buy: CEOs are looking to reskill the talent they already have (build), hire the talent they need (buy), add AI assistants and agents to workflows wherever they can (bot), and rely on partners to borrow what they can’t find another way (borrow). FIG 1: Top CEO Challenges 2025 (Source: IBM Institute for Business Value) MCKINSEY - Seizing the agentic AI advantage To realize the potential of agents, companies must reinvent the way work gets done—changing task flows, redefining human roles, and building agent-centric processes from the ground up. According to McKinsey, there is a ‘GenAI paradox’ with nearly eight in ten companies reporting they are using Gen AI—yet just as many reporting no significant bottom-line impact. To break out of this morass, the authors argue that Agentic AI—autonomous, goal-oriented systems—is the true game-changer, poised to automate complex processes and fundamentally transform workflows. For HR leaders guiding workforce transformation, the core insight of the study is profound: successful integration means redesigning work around AI agents, not merely layering AI onto old processes. This strategic pivot promises enhanced operational agility, accelerated execution, and newfound organisational resilience. However, realising this potential hinges on critical human factors. Driving adoption and earning trust are paramount, alongside robust governance for agent autonomy. This necessitates a shift from fragmented AI initiatives to strategic, cross-functional programs, coupled with significant upskilling across the workforce. While the article doesn't explicitly detail the Chief People Officer's role, the implications are clear: HR must champion the human-AI partnership, ensuring ethical deployment and preparing talent for this profound evolution of work. Kudos to the authors: Alexander Sukharevsky, Dave Kerr, Klemens Hjartar, Lari Hamalainen, Stéphane Bout, and Vito Di Leo, with Guillaume Dagorret. HR must champion the human-AI partnership, ensuring ethical deployment and preparing talent for this profound evolution of work. FIG 2: Maximising value from AI agents requires process reinvention (Source: McKinsey) STANFORD - Future of Work with AI Agents: Auditing Automation and Augmentation Potential across the U.S. Workforce Project | Paper | COBUS GREYLING - The Future of Work with AI Agents — Insights from a Stanford Study | SERENA HUANG - AI Agents Are Ready to Work With Us, but Are We Ready to Work with Them? [As] AI agents start to enter the workforce, key human competencies may be shifting from information-processing skills to interpersonal and organizational skills. For anyone looking to understand how the AI agents might shape the future of work, I recommend diving into a new study from Stanford University – warning, you may get lost as the paper is absorbing! The paper presents a framework, the Human Agency Scale (HAS – see FIG 3), which has a five-level scale from H1 (no human involvement) to H5 (human involvement essential) and is designed to help quantify the desired level of human involvement across various tasks. Other findings from the study include: (1) Lack of trust (45%) is the most common fear workers have about AI automation in their work. (2) Workers want automation for low-level and repetitive tasks with 46.1% expressing positive attitudes towards AI automation. (3) Workers generally prefer higher levels of human agency, potentially foreshadowing frictions as AI capabilities advance. Kudos to the authors of the Stanford Study: Yijia Shao, Humishka Zope, Yucheng Jiang, Jiaxin Pei, David Nguyen, Erik Brynjolfsson, Yang Diyi. I also recommend the shorter and more accessible summaries of the key findings from the paper and their potential implications by Cobus Greyling and Serena H. Huang, Ph.D. (see links above) as well as Ross Dawson (see here). FIG 3: Levels of Human-Agency scale (Source: Stanford University, Shao et al) PETER CAPPELLI AND RANYA NEHMEH – Hybrid Still Isn’t Working | BRIAN ELLIOTT - When Academics Ignore Research (and Reality) The contentious debate about the merits – or otherwise – of hybrid work continues as these two articles demonstrate. Firstly, in their article for Harvard Business Review, Peter Cappelli and Ranya Nehmeh present the case that hybrid is harming collaboration, deepening social isolation, weakening culture, and is leading to lower performance. They argue that this is primarily because of the way that many companies manage hybrid and remote workers: “You can’t effectively manage remote and hybrid workers using the same methods you did when employees were still all together in the office.” They then suggest eight strategies including: creating and enforcing rules, revamping performance appraisals, and establishing in-office anchor days. Brian Elliott, who along with the likes of Nick Bloom (see latest WFH Research here) and Annie Dean (listen to my podcast discussion with Annie on using behavioural science for distributed working) is one of my go-to experts on hybrid and distributed work, provides a 'teardown' (his words!) of Hybrid Still Isn’t Working. He examines some of the research cited in the HBR article and compares this to the available data e.g. contrary to everyone going back to five days in the office, Brian highlights Flex Index data (see FIG 4) showing that hybrid dominates at 43% of firms. Brain also highlights that the article ignores research on return to office mandates such as: “no financial benefit, no stock market boost, but declining engagement and retention issues among experienced talent and women at 3X the rate of men.” I’ll let readers make their own minds up but recommend that any companies considering a change in their approach analyse their own data and make considered decisions. As Brian concludes in his article: Instead of debating days per week, focus on what drives results: clear team goals, intentional collaboration rhythms, and management practices that work anywhere. The magic isn't in the location—it's in how well you lead distributed teams doing complex work. FIG 4: Structured Hybrid continues to dominate as the preferred work model for US companies (Source: Flex Index) PEOPLE ANALYTICS MICHAEL ARENA AND AARON CHASAN - The social signals behind employee retention Research has long shown that employees at the center of an organizational network—those with many active connections—are 24 percent less likely to leave. In their article, Michael Arena and Aaron Chasan highlight an important insight: employee connection, not just engagement, is the true bedrock of retention: “In today’s networked workplace, social withdrawal is often the first—and most reliable—indicator that someone’s already halfway out the door.” For HR to genuinely impact business performance and employee experience, we must leverage social signals to build robust internal networks. The authors outline four high-impact ways HR can proactively employee connection and significantly reduce attrition: (1) Utilise network analysis: Identify early flight risks by spotting employees with few or declining connections. (2) Facilitate connection moments: Deliberately create opportunities for interaction, especially in hybrid settings, using tools like interest-based matching. (3) Support relationship-rich teams: Encourage cross-functional initiatives and invest in psychologically safe team cultures. (4) Routinely pulse central employees: Their engagement profoundly influences the entire network. In today’s networked workplace, social withdrawal is often the first—and most reliable—indicator that someone’s already halfway out the door. PIETRO MAZZOLENI AND ERIC BOKELBERG - The right owner, the right impact: mastering people analytics accountability Clear ownership ensures that sensitive data is handled responsibly, analytics initiatives are aligned with business priorities, and AI solutions deliver trustworthy, actionable insights. Pietro Mazzoleni and Eric Bokelberg provide guidance on mastering people analytics by defining clear ownership – a cornerstone for unlocking business value from people data. Many organisations falter due to unclear accountability, risking inefficiencies and mistrust. Pietro and Eric outline four essential domains for assigning ownership: (1) Data Governance. (2) Stakeholder Management. (3) Data & AI Platforms. (4) Functional AI. They then recommend ownership across five key functional roles: the People Analytics Team, CHRO and HR Leadership Team, Business Function Leaders, Chief Data Office, and IT/AI Technology Team. By aligning accountability with expertise, HR leaders can ensure data is handled responsibly, initiatives drive strategic priorities, and AI delivers trustworthy, actionable insights, ultimately generating real business impact. LUDEK STEHLIK AND COLE NAPPER - Beyond Prediction: Exploiting Organizational Events for Causal Inference in People Analytics | KEITH MCNULTY – R for People Analytics | MARIA NOLAZCO MASSON - The People Analytics Staircase | PATRICK COOLEN – People Analytics Spotlight: Oliver Kasper, Giovanna Constant, and Marcela Mury In each edition of the Data Driven HR Monthly, I feature a collection of articles by current and recent people analytics leaders. These are intended to act as a spur and inspiration to the field. Four are highlighted in this month’s edition: (1) Ludek Stehlik, Ph.D. and Cole Napper examine one of the Holy Grails of people analytics – understanding causality, including exploring why randomised experiments (see FIG 5) are the ‘gold standard’ (but rarely feasible), and how real-world organisational events can be used as natural experiments. (2) Keith McNulty offers a set of open source materials for a 2-day course on explanatory technical methods in People Analytics using R. (3) For anyone early in their people analytics career and looking to accelerate their development, I recommend diving into Maria Nolazco Masson’s excellent series: The People Analytics Staircase, which provides a practical framework to advance in People Analytics, from foundational concepts to deep strategic dives. (4) Finally, in this section, I recommend checking out Patrick Coolen’s excellent People Analytics Spotlight Series, which to date has insights from Oliver Kasper, Giovanna Constant and Marcela Mury. FIG 5: Randomised controlled trial (Source: Simply Psychology) THE EVOLUTION OF HR, LEARNING, AND DATA DRIVEN CULTURE MICHELLE CHAN CROUSE, TED MOORE, ANNA PENFOLD, BRAD PUGH, AND ALISON HUNTINGTON - The CHRO of the future: How CHROs and organizations can prepare for what’s next The CHRO role is no longer just about managing human capital—it's about unleashing the potential of your workforce, whether they’re a human or a bot. This report by Russell Reynolds Associates dissects the evolving role of the Chief Human Resources Officer (CHRO) and provides a helpful guide on how the CHRO can lead workforce transformation. It is structured into three chapters: (1) How the CHRO role has changed: highlighting the CHRO's transition from operational support to a strategic leader, now deeply embedded in C-suite succession, transformation, and even technology, crucial for organisational stability. (2) Who will be the CHROs of the future? capturing the need for a new CHRO profile, demanding broader strategic, technological, and operational experience beyond traditional HR, coupled with acute emotional intelligence to navigate complex stakeholder landscapes. This chapter also highlights new roles and responsibilities that may emerge in the HR function including a ‘Chief HR Bot’ reporting to the CHRO and responsible for data-driven decision making. (see FIG 6). (3) How CHROs and organisations can prepare for the future: with actionable guidance, emphasising the responsible integration of AI, significant investment in HR data and analytics, and clear communication around workforce transformation, ultimately elevating HR's strategic influence. This analysis by Michelle Chan Crouse, Ted Moore, Anna Penfold, Brad Pugh and Alison Huntington reinforces that the future CHRO is a critical architect of business success, leveraging data and strategic acumen to shape adaptive, resilient organisations. FIG 6: Potential roles in the HR team of the future (Source: Russell Reynolds) DAVE ULRICH, DICK BEATTY, AND PATRICK WRIGHT - What Competencies Define an Effective HR Professional? Past, Present, and Future In their article, Dave Ulrich, Dick Beatty, and Patrick Wright analyse a number of different HR competency models including their own, which has been developed through eight studies since 1987 across 120,000 participants. Their analysis leads them to recommend expected and emerging competencies across six HR skills domains (see FIG 7): (1) Accelerate business, (2) Advance human capability, (3) Make change happen, (4) Use GenAI and analytics for information, (5) Create organisation culture, and (6) Demonstrate personal proficiency. For HR leaders and professionals looking to learn more, I recommend learning about the Global HR Learning Experience programthat Dave, Dick and Patrick have developed. FIG 7: Expected and emerging competencies for HR professionals (Source: Dave Ulrich et al) WORKFORCE PLANNING, ORG DESIGN, AND SKILLS-BASED ORGANISATIONS JEN STAVE, RYAN KURT AND JOHN WINSOR – Agentic AI is Already Changing the Workforce AI agents are fast becoming much more than just sidekicks for human workers. They’re becoming digital teammates—an emerging category of talent. The advent of Agentic AI is no longer a distant future; it's here, fundamentally reshaping our workforce. In their article, Jen Stave, PhD, Ryan Kurt and John Winsor explain that these autonomous, goal-oriented AI systems aren't just tools; they're becoming digital colleagues, capable of complex tasks and decision-making. For HR and business leaders, this demands a seismic shift in how we approach talent, roles, and organisational design. The article outlines seven critical actions to help your organisation thrive: (1) Map work tasks and outcomes (“Deconstruct each role or project into its component tasks and outcomes.”) (2) Assess AI capability. (3) Integrate your hybrid team (“Develop a hybrid-workforce strategy to define which tasks AI will own, which tasks people will own, and how the escalation of problems should happen.”) (4) Redesign your business and workforce model (“Envisioning new ways to procure and deploy talent, including full-time employees, temporary hires, freelancers and AI.”) (5) Set legal and ethical ground rules. (6) Capture value continuously as it evolves. (7) Remain human-centric (“AI reduces the need for people to conduct mundane tasks and elevates the importance of high-value, human-led tasks.”). For more from John Winsor, I recommend listening to his conversation with me on the Digital HR Leaders podcast: Addressing the Global Skills Shortage with Open Talent Strategies. EMPLOYEE LISTENING, EMPLOYEE EXPERIENCE, AND EMPLOYEE WELLBEING MICROSOFT WORK TRENDS INDEX - Breaking down the infinite workday The future of work won’t be defined by how much drudgery we automate, but by what we choose to fundamentally reimagine. In this follow-up to their recently published 2025 Work Trend Index Annual Report, this article from Microsoft exposes the modern "infinite workday" – a relentless cycle starting pre-dawn, peppered with incessant emails and messages, hijacked by meetings, and relentlessly spilling into evenings and weekends (see FIG 8). It's a chaotic, fragmented existence that HR leaders, focused on productivity and wellbeing, must address. The critical insight is that AI demands rethinking how work is structured and experienced. This isn't about simple automation; it's about fundamentally redesigning the rhythm of work. The article proposes a clear "path forward" with three vital starting points: (1) Follow the 80/20 rule: Leverage AI to streamline low-value tasks, allowing focus on the 20% that drives 80% of outcomes. (2) Redesign for the Work Chart: Shift from static teams to agile, outcome-driven units, using AI to bridge skill gaps. (3) Become an agent boss: Empower employees to utilize AI agents to supercharge their work and focus on high-quality insights. While the article itself doesn't explicitly detail the opportunity for HR and People Analytics to lean in and shape this future, the implications are clear: these functions are pivotal in orchestrating this transformation, ensuring a focused, productive, and ultimately more human-centric work environment. FIG 8: The infinite workday bleeds into evenings and weekends (Source: Microsoft Work Trends Index) LEADERSHIP, CULTURE, AND LEARNING MEGAN REITZ AND JOHN HIGGINS - Create Mental Space to Be a Wiser Leader We live in complex times that demand complex thoughts and conversations — and those, in turn, demand the very time and space that is nowhere to be found. In their article for MIT Sloan Management Review, Megan Reitz and John Higgins explain the need for leaders and workers to balance ‘doing’ and ‘spacious’ modes (see FIG 9) and present their research that finds in our rush to do more we’re losing the critical space to think deeply. This has a detrimental effect on leadership and organisation effectiveness. In order to help leaders develop the capacity for the spacious mode, the authors present their SPACE Framework (Safety, People, Attention, Conflict, Environment). By consciously creating environments that foster reflection and broader thinking, HR can empower leaders to transcend short-term noise, perceive critical interdependencies, and ultimately drive superior business outcomes and a more human-centric employee experience. FIG 9: The Attentional Mode Framework (Source: Reitz and Higgins) ROB CROSS AND MOLLIE LOMBARDI - Leading from Anywhere: Driving Results in the Age of Distributed Work Improving the performance of bottom-quartile leaders yields a 32% productivity impact. In their recently released study for The Institute for Corporate Productivity (i4cp), authors Rob Cross and Mollie Lombardi highlight that leading distributed work is a greater challenge than is commonly acknowledged. While 86% of organisations say work has become more distributed, 58% of leaders admit they are only "somewhat" effective in this new environment, which increases burnout and limits productivity. The paper identifies six capabilities of leadership effectiveness of top-performing leaders that help employees thrive in a distributed work environment (see FIG 10). Three other key insights from the report are: (1) Fix the bottom, not just the top: Elevating poor managers to just average can result in a 32% productivity gain—and a 33% boost in engagement. (2) Culture is the new productivity engine: Leaders who curate healthy team cultures see a 34% overall market performance lift. (3) Distribute leadership, not just work: Empowering teams with ownership and shared leadership responsibilities is key to sustainability and innovation. Thanks to Heather Muir and Kevin Oakes for highlighting the study. FIG 10: Capabilities that most distinguish high-performing leaders (Source: i4CP) KATHI ENDERES AND STELLA IOANNIDOU - Pacesetters in the Superworker Era: The Six Secrets of High-Performing Organizations Pacesetters are reimagining HR through systemic approaches that integrate talent management, workforce planning, and organizational development to drive AI-powered transformation Kathi Enderes and Stella Ioannidou present the findings from a four-year collaborative study between The Josh Bersin Company and Eightfold, which analyses the leadership and HR strategies of ‘Pacesetter’ companies - the top 5% performers in every industry – with regards to AI transformation. The article – and paper – identifies six secrets as being key to AI transformation, which these companies approach as a people – rather than technology – transformation: (1) AI Transformation for Growth, Not Cost Control (“[Pacesetters] use AI to improve forecasting, personalize the employee experience, and significantly boost productivity across the enterprise”). (2) Continuous Innovation at the Core (“Pacesetters embed innovation skills, experimentation platforms, and design thinking capabilities across the entire organization”). (3) Productivity-Based Work Redesign (“Instead of layering new tools on top of old workflows, they strip out bureaucracy, clarify accountability, and focus on high-value, meaningful work”). (4) Talent Density: Skills Quality over Quantity (“[Pacesetters] continuously redesign work: removing friction, unlocking capability, and structuring around value rather than legacy” – see FIG 11). (5) From Change Management to Change Agility (“Pacesetters excel at identifying and nurturing the skills needed to navigate change, ensuring their workforces are equipped to adapt to new technologies and processes”). (6) Systemic HR®, Powered by AI (“Pacesetters are reimagining HR through systemic approaches that integrate talent management, workforce planning, and organizational development to drive AI-powered transformation”). FIG 11: The Four Stages of Work Redesign (Source: The Josh Bersin Company) DIVERSITY, EQUITY, INCLUSION AND BELONGING CURTIS L. ODOM, CHARN P. MCALLISTER, AND RYAN SOFFER - Why Belonging Matters More Than Just Diversity When leaders commit to fostering a culture of belonging, the connection between management practices and diversity-related outcomes becomes clearer In their article for MIT Sloan Management Review, Curtis Odom, Ed.D., Charn McAllister and Ryan Soffer argue that belonging and psychological safety are the true strategic goals of DEI. For HR leaders focused on impact, this is key. The authors critique the common misstep of viewing diversity as an end in itself, stressing that its value only materialises when people feel genuinely included and safe. Crucially, it outlines three targets for effective DEI. First, establishing belonging and psychological safety as the ultimate aim. Second, urging organisations to move beyond single-approach diversity practices, advocating for a multifaceted, integrated strategy. And third, emphasising the need for persistence to sustain diversity efforts through consistent, long-term action. This isn't just about ticking boxes; it's a strategic imperative for HR to unlock human potential, drive innovation, and deliver tangible business outcomes through a truly inclusive culture. HR TECH VOICES Much of the innovation in the field continues to be driven by the vendor and analyst community, and I’ve picked out a few resources from June that I recommend readers delve into: GABE HORWITZ – The Evolution of the People Analytics Leader - In a great post, Gabe Horwitz of Paradox, breaks down the evolution of the people analytics leader from ‘The Data Analyst’ of 2020 to ‘The Decision Architect’ of today (see FIG 12). FIG 12: The evolution of the people analytics leaders (Source: Gabe Horwitz) RICHARD ROSENOW - The Uncharted Path of a People Analytics Career - Richard Rosenow examines what a career in people analytics looks like (see FIG 13), why the path to leadership is still mostly undefined, why it's hard to grow and provides some tips on how to overcome these challenges. FIG 13: The People Analytics Leader's Journey (Source: One Model) ZANELE MUNYIKWA - White-Collar Workers Are Getting the Blues – Zanele Munyikwa shares more insightful research from Revelio Labs highlighting a slowing of demand and stagnating wages for white collar jobs with the latter being more pronounced for early career roles (see FIG 14). FIG 14: Wage stagnation is most pronounced in early-career roles (Source: Revelio Labs) DEGREED – How the Workforce Learns GenAI in 2025 – According to this new report by Degreed, while 48% of surveyed professionals expect their responsibilities to shift due to GenAI, 78% lack the confidence and skills to use Gen AI tools. The report urges collaboration between CHROs, CLOs and CIOs, and highlights that: “When CHROs and CIOs align on AI upskilling, cross-functional collaboration, and ethical governance, companies are three times more likely to develop a Gen AI-ready workforce.” Thanks to Todd Tauber for sharing. FIG 15: How to build GenAI confidence (Source: Degreed) LACE PARTNERS - What are sunrise and sunset skills and how do you use them? – A helpful primer from LACE Partners on ‘sunrise’, ‘evergreen’, and ‘sunset’ skills (see FIG 16) and when to use them. Thanks to Aaron Alburey for highlighting. FIG 16: Skills mapping horizon (Source: LACE Partners) PODCASTS OF THE MONTH In another month of high-quality podcasts, I’ve selected four gems for your aural pleasure: (you can also check out the latest episodes of the Digital HR Leaders Podcast – see ‘From My Desk’ below): JORGE AMAR, BROOKE WEDDLE AND BRYAN HANCOCK - The future of work is agentic – In a fascinating episode of McKinsey Talks Talent, Jorge Amar, Brooke Weddle, and Bryan Hancock join host Lucia Rahilly to discuss AI agents, how they’re being used, and how leaders can prepare now for the workforce of the not-too-distant future. KRIS SALING - The US Army & Data Driven Talent Management – Kris Saling, Director of Talent Innovation at the U.S. Army, joins host Cole Napper on the Directionally Correct podcast to discuss her book, Data Driven Talent Management, implementing people analytics in the US Army, and integrating data and analytics into talent management programs. ALEXIS FINK, SEUNG WON YOON, AND BRAD SHUCK – How to Implement People Analytics – In this masterclass masquerading as a podcast, Alexis Fink, Seung Won Yoon, and Brad Shuck discuss how to implement people analytics. BAS DEBBINK - Stop Guessing: How J&J Gets Precise About Skills – Bas Debbink, learning strategist at J&J, joins Stacia Sherman Garr and Dani Johnson on Workplace Stories to discuss how J&J utilises both talent leader insight and AI-driven inference to build a skills-based ecosystem that actually works, without overwhelming employees or managers. VIDEO OF THE MONTH NICKLE LAMOREAUX AND TEUILA HANSON: How IBM built a skills-based organisation LinkedIn has recently released an excellent report, CHRO Case Studies: Leading from the Front, which features case studies from five top-notch CHROs, which examine how BCG (Amber Grewal) has fully embraced AI; how IBM (Nickle LaMoreaux) has rethought performance management; how leaders at Allianz (Bettina Dietsche) are modelling the change they want to see; how Wood ( Marla Storm ) is addressing burnout and well-being; and how LinkedIn ( Teuila Hanson ) has introduced Coaching for All. The video featuring Nickle speaking to Teuila, provides a snapshot of the content in the report, and focuses on how IBM has built a skills-based organisation by starting with the data and tracking how skills are changing for each and every job role. BOOK OF THE MONTH ROSS SPARKMAN - Strategic Workforce Planning: Developing Optimized Talent Strategies for Future Growth Ross Sparkman is widely recognised as one of the most accomplished expert practitioners in workforce planning, and the first version of Strategic Workforce Planning was an excellent guide to the fundamentals of this critically important business practice. The second edition provides a deep dive into what it takes to embed SWP and provides new guidance on areas such as: SWP in the age of GenAI, skills-based SWP, leading the SWP function and the future of SWP. RESEARCH REPORT OF THE MONTH FRACTIONAL INSIGHTS – The Adaptive Organization: Building and Evolving Culture Across Growth Stages The latest white paper from the Fractional Insights team of Shonna Waters, PhD, Laura Lomelí Russert, Ph.D. and Erin Eatough, PhD, provides an immensely helpful, research-backed framework for building and evolving culture intentionally, as your business scales. The paper details a stage-based model to guide culture through four stages of growth: early, growth, mid-size and enterprise as well as tools to align systems, behaviours, and values, practical insights from organisational psychology and systems thinking, and pitfalls to avoid as complexity increases. FROM MY DESK June saw four new episodes of the Digital HR Leaders podcast – three sponsored by HiBob (thanks Louis Gordon ), and a special bonus episode sponsored by Gloat (thanks Ruslan Tovbulatov ), as well as a round-up of series 47, and a role-reversal as I guested on the HR Leaders podcast. JANINE VOS – The CHRO’s Playbook: How to Build an Agile and Data-Driven HR Function – Janine Vos, Chief Human Resources Officer and Managing Board Member at Rabobank, joins me to discuss how she has built an HR function that's not only agile and data led but also grounded in trust and strong relationships across the business. MATTHEW BROWN - From Deployment to Impact: Maximizing Business Value with HR Tech - Matthew Brown, Director of Research, HCM at ISG (Information Services Group) joins me to discuss why the disconnect between HR and tech adoption persists, and how to bridge it. RAMI TZAFRIR – Why HR must confront 'Covering' to build inclusion and psychological safety - Rami Tzafrir, Senior Director of Talent, Organisation and Learning at HiBob, to unpack powerful new research on covering in the workplace. Together, we explore why this behaviour is not just a personal issue but a signal of deeper organisational challenges - and what HR can do about it. PATRICIA FROST AND RUSLAN TOVBULATOV - The AI Pivot: Seagate’s Workforce Transformation in the Age of AI - Patricia Frost, Chief People and Places Officer at Seagate Technology, and Ruslan Tovbulatov, Chief Marketing Officer at Gloat, the platform partner behind Seagate’s internal talent marketplace, TalentLink, join me to share insights from Seagate’s workforce transformation journey. DAVID GREEN - How can HR use AI to improve Employee Experience and Wellbeing? – Highlights from series 47 of the podcast featuring episodes with Dave Ulrich, Volker Jacobs, Janine Vos, Matthew Brown, and Rami Tzafrir. DAVID GREEN - How people analytics is driving organizational excellence – At the recent UNLEASH America show in Las Vegas, I had the pleasure of speaking to Christopher Rainey as part of a marathon series of interviews he conducted at the event for HR Leaders and Achievers. Chris and I discussed the past, present and future of people analytics and evidence-based decision making in HR. BONUS RESOURCES There continues to be so much interesting content around on AI and its impact on business, leadership and HR that this month’s bonus resources are all focused on aspects of this topic: ANNA OTT - How AI is Rewriting the Playbook for Talent in European Tech Startups - Anna Ott analyses a dataset of 1,800+ job postings across nearly 100 European startups in HV Capital's portfolio to answer the question: How should founders and HR leaders adjust their workforce planning to this new landscape? ETHAN MOLLICK - Using AI Right Now: A Quick Guide - Wharton professor Ethan Mollick's One Useful Thing is the go-to blog for all things AI. In a recent post, Ethan examines what AI tool you should use for specific tasks (see FIG 17) with Claude, Gemini and Chat GPT being the three systems he recommends. FIG 17: Source - Ethan Mollick LASZLO BOCK - The Impact of AI on the Future of Work - Laszlo Bockshares the deck he is using to speak about AI and the future of work. As Laszlo astutely observes: HR is uniquely positioned to make sure the future of work is both productive and humane. TOMAS CHAMORRO-PREMUZIC - Want to Use AI as a Career Coach? Use These Prompts - As ever, Dr Tomas Chamorro-Premuzic provides an insightful guide on how you can use Gen AI tools for career coaching, with practical prompts and strategies to maximise your experience, learnings, and success. STEVEN KIRZ - Why CHROs are critical to unleashing the transformational productivity of AI - Writing for UNLEASH, Steven Kirz explains why when CHROs treat AI as another tech tool, they are missing out on opportunities. Instead, he urges, they need to see AI as a form of talent, not a technology, particularly in this new era of AI agents. LOOKING FOR A NEW ROLE IN PEOPLE ANALYTICS OR HR TECH? I’d like to highlight once again the wonderful resource created by Richard Rosenow and the One Model team of open roles in people analytics and HR technology, which now numbers over 500 roles with 60% these being new. THANK YOU Million Podcasts for including the Digital HR Leaders podcast at number 6 in their list of the Top 100 Future of Work Podcasts of 2025 Max Blumberg for conducting and publishing an experiment: ?????? ????? ????? ??????? ??'? ????: ??? ????? ????????? ?????? ??????????? Alexandra Nawrat for including my contribution in her article summarising some of the key takeaways from the recent UNLEASH America: Analyst takeaways: UNLEASH America 2025 raised ‘the bar for what a HR technology conference should be’ Finally, a huge thank you to the following people who either shared the June edition of Data Driven HR Monthly and/or posted about the Digital HR Leaders podcast, conferences or other content. It's much appreciated: Charlotte Copeman Gareth Flynn Gulce Guleli Scott Rogers Piyush Mathur AJ Herrmann James Griffin Hernan Chiosso, CSPO, SPHR ? Rochelle Carland Jesse Clark, MBA Miralem Masic Helder Figueiredo Kevin Le Vaillant Emily Killham Marina Pearce, PhD Lida Chahipeyma Dr. Christoph Spöck Dr. Tobias Bartholomé Sergio Garcia Mora Shujaat Ahmad Ali Nawab Lindsey McDevitt Cristian Gabriel Alvarez Nirit Peled-Muntz William Werhane Amardeep Singh, MBA Tsevelmaa Khorloo Debbie Harrison Aravind Warrier Scott Reida Joy Kolb Emily Klein Graham Tollit Dan George Sai Bon Timmy Cheung 張世邦 Margad B Catriona Lindsay Erin Fleming Fiona Jamison, Ph.D. Lewis Garrad Francesca Caroleo (SHRM-SCP, ICF-ACC) Judi Casey Kouros Behzad Rupert Bader Rosemary Byde Preetha Ghatak Mukharjee Amy Huber-Smith Danielle Farrell, MA, CSM Aline Costa Timo Tischer Meghan R. Lowery, Ph.D., M.S. David Simmonds FCIPD Prabhakar Pandey Adam McKinnon, PhD. Greg Newman Kyle Forrest John Barrand Elson P. Kuriakose Jeffrey Pole David van Lochem Hanadi El Sayyed Matt Elk Al Adamsen Kyle Winterbottom Luka Babic Eric Guidice Monika Manova Ankit Saxena, MBA Kirsty Coral Baynton ??? Irada Sadykhova Dawn Klinghoffer Dr. Denise Turley AI.Impact.Equity Evan Franz, MBA Philip Arkcoll Toby Culshaw Dan Riley Sanja Licina, Ph.D. Daniyal Wali Azima Mavlonazarova Julius Schelstraete ? Angela LE MATHON Joonghak Lee, Serap Zel, PhD, Milou Wesdijk, Ingi Finnsson ?, Joanna Thompson (Kempiak), Heather Muir, Summer Pan, Anna Kuzmenko, Olivier Bougarel, Marino Mugayar-Baldocchi, Tobias W. Goers ツ, Bence Gősi, Roxanne Laczo, PhD, Michelle Deneau, Don Gray, Marc Caslani, Claire Masson, Fabian Stokes, MBA, SWP, Delia Majarín, Barry Swales, Narelle Burke, Stela Lupushor, Anna A. Tavis, PhD, Jeremy Shapiro, Kanwal Rai, Patrick Davis, Placid Jover, Francisco Marin, Matthew Shannon, Rashmita Lenka, Henrik Håkansson, Alexandre Monin, Dale Clareburt, Dana Shoff, Warren Howlett, Agnes Garaba, Greg Pryor, Phil Inskip, Stephanie Murphy, Ph.D., Gaëtan Bonny, Nicola Forbes-Taylor FCIPD, Ian Grant FCIPD, Neil Vyner, Joseph Frank, PhD CCP GWCCM, Mila Pascual-Nodusso, Adam Treitler, Fábio Priori, Johann Cheminelle, Alex Browne, Dolapo (Dolly) Oyenuga, Megan Kraus Langdon, Bill Banham, Tom Reid David Balls (FCIPD) Juan Antonio Vega Frankie Close Asaf Jackoby, John Gunawan, Daisy Grewal, Ph.D. Amit Mohindra Sonia Mooney Oliver Auty Caitie Jacobson Mikulis Pedro Pereira Ben Berry Natasha Fearon Andrew Spence Ravin Jesuthasan, CFA, FRSA ABOUT THE AUTHOR David Green ?? is a globally respected author, speaker, conference chair, and executive consultant on people analytics, data-driven HR and the future of work. As Managing Partner and Executive Director at Insight222, he has overall responsibility for the delivery of the Insight222 People Analytics Program, which supports the advancement of people analytics in over 100 global organisations. Prior to co-founding Insight222, David accumulated over 20 years experience in the human resources and people analytics fields, including as Global Director of People Analytics Solutions at IBM. As such, David has extensive experience in helping organisations increase value, impact and focus from the wise and ethical use of people analytics. David also hosts the Digital HR Leaders Podcast and is an instructor for Insight222's myHRfuture Academy. His book, co-authored with Jonathan Ferrar, Excellence in People Analytics: How to use Workforce Data to Create Business Value was published in the summer of 2021. MEET ME AT THESE EVENTS I'll be speaking about people analytics, the future of work, and data driven HR at a number of upcoming events in 2025: July 31 - August 1 - People Matters TechHR India 2025, Delhi August 13-16 - GCHRA Africa, Accra, Ghana (I will join virtually) September 25 - Visier Outsmart Local London, London October 7-9 - Insight222 Global Executive Retreat, Atlanta (exclusive to the people analytics leader in member companies of the Insight222 People Analytics Program®) October 15-16 - People Analytics World, New York October 21-22 - UNLEASH World, Paris November 12-13 - HR Forum 2025, Oslo More events will be added as they are confirmed.
    skills-based organization
    2025年07月01日
  • skills-based organization
    The best HR & People Analytics articles of May 2024 I’m writing the introduction to the May edition of the Data Driven HR Monthly on a flight to London from Mexico City. Together with Jonathan Ferrar, I was in Mexico to conduct an Insight222 workshop with the HR Leadership Team of one of the world’s largest global consumer goods companies. The workshop was composed of a number of modules including: consulting with data, prioritisation and data governance. It was the culmination of a month of notable milestones both within Insight222 and the external market: The Digital HR Leaders podcast celebrated its fifth birthday (see here). The fifth edition of the Insight222 People Analytics Trends study was launched (see below for details). We also opened registration for an Insight222 webinar on AI in HR and People Analytics, which will take place on June 13 (see below for details). In the HR Tech space, Crunchr and TechWolf announced a strategic partnership (see here),  and Cornerstone OnDemand acquired SkyHive (read analysis from Alexandra Nawrat here). Welcome to the 2,513 new subscribers to the Data Driven HR Monthly newsletter, who joined in the last month. This month’s collection features new research from the likes of Microsoft, McKinsey, and the Talent Strategy Group, as well as resources from practitioners in companies including Mastercard, EY, Novartis, IBM, Intuit, Lego, Ericsson, and Marks & Spencer. This edition of the Data Driven HR Monthly is sponsored by our friends at TechWolf The Journey to the Skills-Based Organization Transform your HR strategy with skill-based insights Advancements in technology and evolving market demands are reshaping the skills landscape, making the transition to skill-based essential for organisations to remain competitive. Yet, despite widespread recognition of its value, research by Deloitte showed that less than 20% of companies have embarked on this transformative journey toward becoming a skill-based organisation (SBO). Wondering where to start? Our guide, "Getting Started with Skills," is designed for HR leaders on this journey, covering three actionable steps: Reasons for adopting a skill-based approach. Challenges in becoming an SBO. Practical steps to integrate skills into your strategy. This journey is about setting a new direction for your organisation, one that is agile, resilient, and ready for the future. Read our latest guide today. Download now To sponsor an edition of the Data Driven HR Monthly, and share your brand with over 125,000 Data Driven HR Monthly subscribers, send an email to dgreen@zandel.org. Join me for an Insight222 webinar on June 13 to discover how AI is reshaping HR and people analytics As AI and Generative AI continue to dominate HR conversations, it's essential to explore practical applications, benefits, and challenges. Register to join me for an Insight222 webinar on June 13.  In the webinar, Jasdeep Kareer, PhD (née Bhambra) Andrew Elston Justin Shemeley and I will discuss: Real-world use cases demonstrating AI's impact on HR and People Analytics. Common challenges encountered during AI adoption and strategies for overcoming them. The importance of responsible AI practices and ethical considerations in HR. Register for The Role of AI in HR People Analytics webinar. Invitation: If you are a people analytics leader, participate in the 5th annual Insight222 People Analytics Trends survey... The Insight222 People Analytics Trends study is now in its fifth year, and has grown to be the biggest and most important annual study in the field of people analytics. We have now opened the survey for 2024, which is intended to gain insights into: (1) People analytics operating model, roles, and technology. (2) Measuring the value of people analytics. (3) AI in HR. If you are the people analytics leader at your company and would like to participate in the People Analytics Trends study for 2024, click this link and please complete the survey by Sunday 23 June. Participate in the Insight222 People Analytics Trends Survey for 2024. Share the love! Enjoy reading the collection of resources for May and, if you do, please share some data driven HR love with your colleagues and networks. Thanks to the many of you who liked, shared and/or commented on April’s compendium (including those in the Comments section). If you enjoy a weekly dose of curated learning (and the Digital HR Leaders podcast), the Insight222 newsletter: Digital HR Leaders newsletter is published every Tuesday – subscribe here. HYBRID, GENERATIVE AI AND THE FUTURE OF WORK MICROSOFT AND LINKEDIN - AI at Work Is Here. Now Comes the Hard Part We’ve come to the hard part of any tech disruption: moving past experimentation to business transformation. Just as we saw with the advent of the internet or the PC, business transformation comes with broad adoption. Organizations that apply AI to drive growth, manage costs, and deliver greater value to customers will pull ahead. Microsoft’s 4th annual Work Trend Index, in partnership with LinkedIn provides a comprehensive view of how AI is not only reshaping work, but the labour market more broadly. Three key findings are described in depth: (1) Employees want AI at work—and they won’t wait for companies to catch up. (2) For employees, AI raises the bar and breaks the career ceiling. (3) The rise of the AI power user—and what they reveal about the future. The report contains a series of powerful insights, visualisations, and analysis – such as the impact of AI skills on hiring (see FIG 1). I also recommend watching Johnny C. Taylor, Jr., SHRM-SCP, CEO of SHRM, talking to Kathleen Hogan and Jared Spataro about the integration of AI in enhancing work at Microsoft, insights on AI adoption strategies, and addressing the balance between AI opportunities and workforce implications. FIG 1: The New Hiring Imperative: AI Aptitude Takes Centre Stage (Source: Microsoft Work Trends, 2024) ANSHUL SHEOPURI AND LUCRECIA BORGONOVO - At the inflection of AI and HR: How Mastercard is equipping employees for the AI era We recognize the best way to build trust is to bring our employees along with us on our AI journey, ensuring they are made aware of and educated about our commitment to responsible and ethical AI — in addition to the benefits that AI can bring to their day-to-day experiences and overall career path. Anshul Sheopuri and Lucrecia Borgonovo share five areas where Mastercard is using AI to improve the way their employees work, grow and manage their careers: (1) AI as career coach. (2) AI as wellbeing guide. (3) AI as workflow assistant. (4) AI as co-pilot. (5) AI as workforce planning partner. For more insights, particularly with regards to how Mastercard is using AI in Unlocked, its internal talent marketplace, I recommend watching the recording of the CHRO Panel at the recent Gloat Live event in New York, where I moderated a panel featuring Michael Fraccaro, Mastercard’s chief people officer, as well as Tanuj Kapilashrami and Tamla Oates-Forney. MCKINSEY - A new future of work: The race to deploy AI and raise skills in Europe and beyond Up to 30 percent of hours worked could be automated by 2030, boosted by gen AI, leading to millions of required occupational transitions An insightful McKinsey study, which explores labour markets in ten European countries and the United States, in the years to 2030 given factors including labour shortages, productivity challenges, and the inexorable rise of technology. The report identifies four key priorities for companies: (1) Understand the potential: Leaders need to understand the potential of how AI and gen AI can augment and automate work. (2) Plan a strategic workforce shift: Once they understand the potential of automation technologies, leaders need to plan the shift toward readiness for the automation and AI era. (3) Prioritise people development: To ensure that the right talent is on hand, leaders could consider strengthening their capabilities to identify, attract, and recruit future AI and gen AI leaders in a tight market. (4) Pursue the executive-education journey on automation technologies: Leaders also need to undertake their own education journey on automation technologies to maximise their contributions during the coming transformation. (Authors: Eric Hazan, Anu Madgavkar, Michael Chui, Sven Smit, Dana Maor, Gurneet Singh Dandona, and Roland Huyghues Despointes). FIG 2: Source - McKinsey JEREMIE BRECHEISEN - What Companies Don’t Know About How Workers Use AI Managers influence 70% of team engagement and they can ensure that your AI strategy supports the organization’s goals and expectations in terms of innovation, agility, and productivity. Jeremie K Brecheisen presents Gallup research, which finds that leaders do not fully understand their employees’ use of, and readiness for, AI. The study finds that seven in 10 employees never use AI in their job, with only one in 10 saying they use AI on a weekly basis or more often.  Brecheisen offers three recommendations for leaders to find the right balance of control and trust around AI, including measuring how their employees currently use AI, cultivating trust by empowering managers, and adopting a purpose-led AI strategy that is driven by the company’s purpose instead of a rules-heavy strategy that is driven by fear. FIG 3: Could AI improve how work gets done? (Source: Gallup) HEIDI GRANT, GINNIE CARLIER, AND FRANK GIAMPIETRO - Using Data to Design Your Hybrid Work Policies | JOSE MARIA BARRERO, NICHOLAS BLOOM, SHELBY BUCKMAN, AND STEVEN J. DAVIS - Survey of Working Arrangements and Attitudes (SWAA) (May 2024) In their article for Harvard Business Review, Heidi Grant, Ginnie Carlier, and Frank Giampietro outline how EY has taken a data-driven approach to questions around hybrid work. Their data comparing the performance and well-being of hybrid employees with their fully in-person and remote counterparts has yielded often surprising insights. For example, EY found that hybrid employees who spent 40% to 60% of their time in person experienced higher well-being, belonging, skills development, and engagement when compared to fully remote or in-person employees. The article also provides guidance on how enabling teams to co-create and commit to ways of working drives work-life balance and wellbeing. Read alongside the May 2024 update of the WFH Research report by Jose Maria Barrero, Nick Bloom, Shelby Buckman, and Steven J. Davis, which amongst its many highlights, finds that 66% of workers use an office at least once a month (see FIG 4). FIG 4: Source – wfhresearch.com PEOPLE ANALYTICS PIETRO MAZZOLENI - Blueprint for Balance: IBM’s Guide to Managing and Protecting People Data In another edition of what it proving to be consistently one of the best newsletters of 2024 – People Data Platform – Pietro Mazzoleni shares the three core principles of how IBM manages and protects people data (see FIG 5). He explains how his team effectively secures data, strikes a balance between protection and accessibility, and establishes clear ownership of every piece of data. FIG 5: Three core principles for managing and protecting people data (Source: Pietro Mazzoleni) MCKINSEY - Master data management: The key to getting more from your data Master data management can give organizations a leg up by allowing them to easily organize and access data about customers, suppliers, products, and employees. An essential read for HR and people analytics professionals looking to bring their people and other organisational data together to drive value for the company, customers and employees.  The article by Aziz Shaikh Holger Harreis Jorge Machado and Kayvaun Rowshankish, provides findings from a McKinsey study on how large companies organise, use, and mature their master data management (MDM). It includes examples of how MDM creates value in five ways (e.g. how MDM standardises data across entities to provide a unified view across various systems), common challenges (e.g. poor data quality – see FIG 6), and guidance on how to implement MDM effectively (e.g. establishing a robust data governance model to maintain integrity and reliability of MDM capabilities). FIG 6: MDM quality issues (Source: McKinsey) ANNETT ZIPPEL AND PATRICK COOLEN - Finding the right People Analytics Leader for your organization | MARTHA CURIONI - People Analytics for HR: Demystifying People Analytics | SERENA HUANG - Winning Over Gen Z: How AI & Data Can Create the Ideal Workplace | RORY O’GALLAGHER - Bridging Surveys and Conversations with Generative Listening Tools | WILLIS JENSEN - Moving Beyond Correlation to Causation in People Analytics | LOUISE BAIRD - How To Use People Analytics to Improve Manager Effectiveness In recent editions of the Data Driven HR Monthly, I’ve featured a collection of articles by current and recent people analytics leaders. Six are highlighted here. (1) In an interview with Annett Zippel of KennedyFitch, Patrick Coolen shares insights on the components of a successful people analytics practice, how to get started, and the skills to look for and build in a people analytics leader. (2) Martha Curioni outlines a five-step methodology to undertake a people analytics project, with the first step perhaps being the most important: Define the Problem Statement. (3) Serena H. Huang, Ph.D. provides guidance on how AI and data can help create effective wellbeing and DEI strategies that resonate with Gen Z. (4) Rory O'Gallagher breaks down the what, why, and how of generative employee listening tools, including how they differ from traditional surveys, how to integrate them into your employee listening ecosystem, and how they will evolve. (5) Willis Jensen sets out the challenges of establishing causation in people analytics and provides guidance on how to get past these challenges such as identifying actionable variables (see FIG 7). (6). Louise Baird, Head of People Analytics at Marks & Spencer, offers practical steps on how to drive manager effectiveness through people analytics. FIG 7: Examples of non-actionable and actionable variables in people analytics (Source: Willis Jensen) THE EVOLUTION OF HR, LEARNING, AND DATA DRIVEN CULTURE NORM SMALLWOOD AND DAVE ULRICH - HR Transformation: Common Pitfalls and Tried and True Tips Not developing the HR professionals to do strategic work is the #1 reason HR Transformation fails Norm Smallwood, Dave Ulrich and The RBL Group outline four common HR Transformation pitfalls and tips to overcome each: (1) HR transformation is about transforming the entire HR Department to create value for the business. (2) It requires an understanding of the work that creates value for the business and then designing the organisation and building HR leaders and professionals to enable it (see FIG 8). (3) Invest in providing HR professionals with frameworks, tools, and shared language to do strategic work – “For impact on the business, HR must invest in itself.” (4) Capabilities are the link between business strategy and HR actions. FIG 8: Source – The RBL Group ZAC UPCHURCH | TALENT STRATEGY GROUP – CHRO Trends 2024: Insights from the Fortune 200 Chief Human Resources Officer and Chief People Officer Changes Zac Upchurch presents the key findings from the seventh annual edition of The Talent Strategy Group’s CHRO Trends report. Three of the ten trends are: (1) A Decline In CHRO/CPO Appointments - 2023 had the fewest Fortune 200 CHROs/CPOs appointments since the report’s inception, with 22 new CHROs/CPOs appointed in 2023. (2) The Rapid Increase in Internal Succession - 73% of 2023 appointed CHROs/CPOs came to the role via internal succession, a rate not seen since 2017. (3) The HRBP as the CHRO/CPO Stepping Stone - The vast majority of the 2023 CHRO/CPO appointments consisted of individuals that served in a HRBP role prior to their CHRO/CPO appointment. FIG 9: Internal vs. External CHRO/CPO hires in 2023 (top) and from 2017-2023 (bottom) (Source: Talent Strategy Group) STORYTELLING WITH DATA SPECIAL JAY DORIO - How to Empower HR Through Data Literacy | BRENT DYKES - Data Storytelling Arc: Demystifying Narrative Structure In Data Stories | NANCY DUARTE - How to Create Slides That Suit Your Superiors: 11 Tips | GANES KESARI - The Enduring Power of Data Storytelling in the Generative AI Era | COLE NUSSBAUMER KNAFLIC - How HR professionals can Master Storytelling with Data As Jay Dorio reveals in his article, which is based on Insight222 research on how to build data literacy in HR at scale, storytelling is one of the five core skills HR professionals need to build to improve their data literacy. Four resources I recommend on storytelling are: (1) Brent Dykes analyses alternative narrative models for data storytelling and presents his Data Storytelling Arc (see FIG 10). (2) Nancy Duarte outlines 11 tips for preparing slides for an internal presentation, which includes four things you must have in every exec’s slides: start with an executive summary, have a logical organisation, make it skimmable, and focus on concise insights. (3) Ganes Kesari presents a 2x2 (see FIG 11) to help select the best approach to drive decision-making with data. (4) In a recent episode of the Digital HR Leaders Podcast, Cole Nussbaumer Knaflic discusses the transformative power of storytelling in the context of people data and analytics. FIG 10: Data Storytelling Arc (Source: Brent Dykes) FIG 11: What kind of decision are you making? Four Situations (Source: Ganes Kesari) WORKFORCE PLANNING, ORG DESIGN, AND SKILLS-BASED ORGANISATIONS AMANDA EVANS - Applying People Analytics To Organizational Design Amanda Jane Evans draws on recent collaborative research by Andrea Derler, Ph.D. of Visier Inc. and Amy C. Lewis, PhD to demonstrate how people analytics can inform actions on team size that drive business performance. The research highlighted that smaller teams—specifically those with six to 10 members—tend to harbour more high performers and have lower resignation rates (see FIG 12). In her article, Amanda explains that people analytics revealed that smaller teams at Partners Group are more likely to be successful in scenarios with direct client contact where high expectations for performance and stakeholder management are set. Amanda also explains how the firm proactively uses people analytics to analyse span of control during business transformation. FIG 12: Smaller teams have lower resignation rates (Source: Visier) EMPLOYEE LISTENING, EMPLOYEE EXPERIENCE, AND EMPLOYEE WELLBEING MCKINSEY - To defend against disruption, build a thriving workforce To build a thriving workplace, leaders must reimagine work, the workplace, and the worker. Generative AI provides organisations – and HR professionals – with the opportunity to reimagine work, the workplace and the worker. In their article, the McKinsey team of Jacqui Brassey, PhD, MA, MAfN (née Schouten), Aaron De Smet, Emily Field, Taylor Lauricella, and Brooke Weddle, break down what a ‘thriving culture’ is (and what it isn’t) and offer five actions companies can adopt to maximise healthy work environments, team effectiveness, and employee well-being so that more workers can reach their peak performance. FIG 13: Employee segments as a share of an organisation’s workforce (Source: McKinsey) DAWN KLINGHOFFER - The Key to a Thriving Workforce? A Smart Approach to AI What we find is that AI is really there to help you take friction and toil out of the system, and to remove the drudgery of work. And when people are able to remove some of that drudgery, we see that they’re more productive, and they thrive more. Dawn Klinghoffer, Global Head of People Analytics at Microsoft, shares insights from the company’s recent Employee Signals survey. The findings not only highlighted the tangible benefits of thriving, but also identified a key catalyst for fostering it: access to AI. The article then highlights how thriving – and access to AI – has a positive impact on three indicators of high performance: (1) Meaningfulness (incorporating AI into the day correlated to a 20% jump in scores relating to meaningful work). (2) Empowerment. (3) Energy (scores on energy-related questions for those using AI jumped almost 27%). Dawn also shares the ABCs of thriving with AI: Accelerate alignment, Be inclusive, and Cultivate collective growth. This is another example of how Microsoft’s comprehensive approach to employee listening (see FIG 14) – coupled with the sponsorship of the CEO, Satya Nadella, leads to insights that drive positive outcomes for the business and the workforce. For more on Microsoft’s approach to employee thriving, listen to Dawn in conversation with me on the Digital HR Leaders podcast: How Microsoft Created A Thriving Workforce By Going Beyond Employee Engagement. FIG 14: Microsoft’s Employee Listening Ecosystem (Source: Dawn Klinghoffer) EMILY PELOSI AND PAIGE MCGLAUFLIN - Intuit’s ‘head of employee listening’ talks about the science of worker feedback—and the art of asking the right questions In an interview with Fortune, Emily Pelosi, PhD, Head of Employee Listening at Intuit, discusses why her role was created, what it involves, and how she helps Intuit’s leaders harness employee feedback to make better and more informed decisions based on data. Two areas that really resonate, are (1) how Emily partners closely with Intuit’s CEO and chief people officer to shape their bi-annual survey and take action on the results. (2) the importance of asking the right questions. BENJAMIN LAKER AND STEFANIA MARIANO - The Unexpected Upsides of Letting Employees Define Their Jobs | JACKSON ROATCH - The Work-GPT Paradox, AI and Job Crafting Job crafting creates an environment of autonomy, encouraging employees to take initiative and innovate. Three resources about ‘job crafting’, which in the article by Benjamin Laker and Stefania Mariano is described as: “Job crafting is a proactive approach where employees reshape their roles to infuse more meaning and engagement into their work.” Their article describes the three primary components – task crafting, relational crafting, and cognitive crafting – and discusses the benefits, challenges and considerations for implementing job crafting successfully. In the second article, Jackson Roatch explains how using AI more can enable employees to use job crafting to make their jobs 5-10% better. He cites research by Amy Wrzesniewski, as well as the work of Ravin Jesuthasan, CFA, FRSA and John Boudreau in deconstructing jobs, to provide an example of how AI can shape the role of a data analyst (see FIG 15). Finally, for more on job crafting, I recommend listening to Dan Cable in discussion with me on the Digital HR Leaders podcast: How to Help People Love What They Do At Work. FIG 15: Using AI to ‘job craft’ the role of the data analyst (Source: Jackson Roatch) LEADERSHIP, CULTURE, AND INCLUSION ALLAN H. CHURCH, JAMES SCRIVANI, AND MARKUS GRAF - Unleashing The Power of Assessments for Leaders and their Organizations Based on their experience of working with assessment tools in organisations such as PepsiCo and Novartis, Allan Church, Ph.D. Jim S. and Markus Graf present a three-step guide to building an effective, impactful and meaningful assessment system: (1) Focus Assessments on Future Capabilities Needed for Your Organisation. (2) Take a Multi-Trait, Multi-Method Approach to Assessment, aka Use Multiple Lenses. (3) Unlock the Value of Assessment Insights for Leaders, Teams, and the Organisation (see FIG 16). FIG 16: The Three Levels of Assessment Insights (Source: Church et al) MCKINSEY - In the spotlight: Performance management that puts people first Companies that focus on their people’s performance are 4.2 times more likely to outperform their peers, realizing an average 30 percent higher revenue growth and experiencing attrition five percentage points lower. While effective performance management systems support employees to develop, new research by McKinsey finds that most companies fall short of best practices. In their article, Amaia Noguera Andrea Pedroni Asmus Komm and Simon Gallot Lavallée provide insights on how leading companies approach performance management across four elements - goal setting, performance reviews, ongoing development, and rewards (see FIG 17). The article also digs into five enabling factors: (1) Ensure that performance management systems are agile. (2) Provide regular feedback. (3) Establish an effective fact base. (4) Maintain rating and differentiation. (5) Employ gen AI. FIG 17: Designing a performance management system (Source: McKinsey) CATHERINE COPPINGER - Manager Effectiveness: 5 Metrics That Matter More than eSat Scores Catherine Coppinger presents findings from Worklytics research on manager effectiveness, which highlights the top drivers of low and high manager satisfaction (see FIG 18). The article also recommends metrics for measuring manager effectiveness, which are based on five things top-performing managers tend to do: (1) Provide regular coaching. (2) Define and implement reasonable team norms. (3) Support their team (without micromanaging). (4) Elevate and unblock their team via network connections. (5) Routinely engage with team members in-person. For more insights on this topic, listen to Catherine on a recent episode of the Digital HR Leaders podcast: How to Use Passive Data to Enhance Manager Effectiveness. I also recommend checking out the deck Philip Arkcoll and Michael Arena presented recently at Society for Industrial and Organizational Psychology (SIOP): The ONA Hype Cycle: Why this Time is Different. FIG 18: The drivers of lower and higher manager satisfaction (Source: Worklytics) HR TECH VOICES Much of the innovation in the field is driven by the vendor community. I’ve picked out a few resources from May that I recommend readers delve into: ARCTIC SHORES - The pragmatist’s playbook for skills-based hiring – An indispensable guide to skills-based hiring from Robert Newry and the team at Arctic Shores. It features: why companies are shifting from experience to skills-based hiring (see FIG 19) a seven-step framework for skills-based hiring, case studies from Siemens and Molson Coors, and contributions from the likes of Hung Lee, Gemma Aldridge, Joe Sidley, and Yasar Ahmad. FIG 19: The shift from experience-based to skill-based hiring (Source: Arctic Shores) ANDY PRZYSTANSKI - Lattice Data Reveals Lower Engagement, Stretched Managers, and More – Andy Przystanski presents findings from analysis of over one million employees on Lattice’s people platform including (1) Engagement is down - between 2022 and 2023, eNPS decreased from an already low 33.33 to 24.8 (see FIG 20). (2) Manager span of control is increasing. (3) Soft skills are in high demand. FIG 20: Source - Lattice FRANCISCO MARIN - Embracing Generative AI in Organizational Network Analysis: 8 Key Considerations for Success – Francisco Marin of Cognitive Talent Solutions sets out eight key considerations for successfully incorporating GenAI into organisational network analysis including: (1) Define clear objectives, (2) Ensure data quality, and (3) Prioritise privacy and ethics. KEN OEHLER - Unlocking the Power of Personality – Ken Oehler presents new research from RADICL, which explores the link between personality traits and areas such as hybrid collaboration, trust, employee experience, and productivity. A fascinating read. FIG 21: Source - RADICL FRESIA JACKSON, HEATHER WALKER, AUBREY BLANCHE-SARELLANO - Workplace Diversity, Equity, and Inclusion 2024 Report – Culture Amp’s Workplace DEI Report is always an insightful read and the 2024 edition is no exception. As Aubrey Blanche-Sarellano writes in the Foreword: “DEI has become both a buzzword and the target of significant backlash.” The report by Fresia Jackson, Heather Rose Walker, PhD and the team provides detail on five key findings including: (1) Perception of DEI in the workplace is falling globally. (2) Intersectionality has a compounding effect. (3) Embedding DEI into existing programs has a bigger impact. FIG 22: Source – Culture Amp PODCASTS OF THE MONTH In another month of high-quality podcasts, I’ve selected four gems for your aural pleasure: COLE NAPPER, SCOTT HINES, AND GUESTS – Live from SIOP 2024 – If you only listen to one podcast this month, I highly recommend this episode of the Directionally Correct podcast, recorded live at the recent SIOP 2024 event. Joining hosts Cole Napper and Scott Hines, PhD, are a stellar list of people analytics practitioners: Anthony Ferreras, Amy Frost Stevenson, PhD, Rob Stilson, Ph.D., Emily Pelosi, PhD, and Kelsie L. Colley, M.S. PhD ABD. SERGIO EZAMA - Unlocking the Secrets of Netflix's Innovative HR Strategy – Netflix CHRO Sergio Ezama joins Lars Schmidt on the Redefining Work podcast to share a unique approach to compensation that's setting new benchmarks in the HR landscape. VIDYA KRISHNAN AND PETER SHEPPARD – Why Skills are like Oxygen – Vidya Krishnan and Peter Sheppard join Stacia Sherman Garr and Dani Johnson on RedThread Research’s Workplace Stories podcast to share Ericsson’s skills-based approach and why “Skills are like oxygen, invisible but necessary.” TOMAS CHAMORRO-PREMUZIC - Why so many bad bosses still rise to the top – Dr Tomas Chamorro-Premuzic, Bryan Hancock, and Brooke Weddle join host Lucia Rahilly on the McKinsey Talks Talent podcast to discuss why the traits that propel us to the top seem to diverge so widely from those that make us great leaders—as well as how to choose stronger, more successful, and more diverse candidates for leadership roles. VIDEO OF THE MONTH NEHA UPADHYAYA – Building an Impactful People Analytics Practice I recently had the privilege of attending the Wharton People Analytics Conference - thanks to Matthew Bidwell, Laura Zarrow, and team. All the sessions from the event can now be viewed including this one featuring Neha Upadhyaya presenting the findings of interviews and surveys of people analytics leaders. The talk presents the initial findings, including the trends they've uncovered, and the pitfalls to avoid in order to build and sustain an impactful people analytics team. BOOK OF THE MONTH ANISH LALCHANDANI – The Skills Advantage: A Human-Centered, Sustainable, and Scalable Approach to Reskilling In the ‘Book of the Month’, Anish Lalchandani breaks down ‘why’ companies should make the paradigm shift towards a skill-centric approach, ‘how’ it contributes to business success, and provides guidance on ‘what’ steps practitioners can take with regards to Agility, Awareness, Application and Alliances in building a comprehensive reskilling strategy. The book is an indispensable guide for HR leaders looking to embrace a successful skills-based approach. RESEARCH REPORT OF THE MONTH STEFANO DI LAURO, AIZHAN TURSUNBAYEVA, GILDA ANTONELLI. AND LUIGI MOSCHERA - Disrupting human resource management with people analytics: a study of applications, value, enablers and barriers in Italy In their paper, Stefano Di Lauro, Aizhan Tursunbayeva, PhD, GRP, Gilda Antonelli, and Luigi Moscheraexplore the adoption and impact of people analytics in Italy. Key findings suggest that people analytics, particularly descriptive, is growing, and that benefits are being enjoyed at both an organisational and employee level. FIG 23: People Analytics value for organisations in Italy (Source: Di Lauro et al) FROM MY DESK May saw four episodes of the Digital HR Leaders podcast - with two each sponsored by our friends at Worklytics and Crunchr. Thank you to Philip Arkcoll and Laura Morris from Worklytics and Ralf Bovers and Dirk Jonker from Crunchr for your partnership and support. LASSAAD ESSAFI AND DAVID GREEN - How EDLIGO Enhances Organisational Performance with Skills-Based Models - In this Expert Interview, I sit down with Lassaad Essafi, CEO at EDLIGO Talent Analytics and Learning Analytics to explore why a skills-based approach to talent management is not just a strategic imperative but a significant driver of business value and organisational performance, drawing upon recent studies and real-world examples. LOREN SHUSTER - Lego’s Blueprint for Modern HR: People, Places and Culture - Loren I. Shuster, Chief People Officer at the LEGO Group joins me to discuss Lego’s blueprint for modern HR. CRAIG STARBUCK – Understanding the Build vs. Buy Dilemma in People Analytics and HR Tech – Craig Starbuck, PhD reflects on his decade long journey in the field and provides insights on aligning people analytics with business priorities, build vs. buy, ONA use cases, partnering with finance, and building data literacy in HR professionals. DAVID GREEN - How can HR use people analytics to revolutionise the workplace experience? – A round-up of Series 38 of the Digital HR Leaders podcast, with insights from Nickle LaMoreaux, Cole Nussbaumer Knaflic, Catherine Coppinger, Loren I. Shuster and Craig Starbuck, PhD. DAISY AUGER-DOMINGUEZ - Four Steps Towards Building a More Diverse and Inclusive Company Culture – Daisy Auger-Dominguez (she/her/ella) joins me to share insights from her book, Inclusion Revolution, including her four-step model (Reflect, Vision, Act, Persist) and how these principles can be practically applied to instigate meaningful change. KATE BRAVERY AND ILYA BONIC - Navigating the Future of Work: AI, Skills, and Trust in the Modern Workforce – Kate Bravery and Ilya Bonic of Mercer, two of the authors – along with Kai Anderson – of Work Different: 10 Truths for Winning in the People Age join me for a discussion on how AI and skills are shaping the future of work, workforce and workplace, and how organisations that prioritise trust and transparency will ultimately win. DAVID GREEN - Five Ways HR Creates a Thriving Organisational Culture – An article inspired by Series 37 of the Digital HR Leaders podcast, where we dug in to the anchors of culture to identify five ways in which HR can support a thriving organisational culture. These include employee listening, continuous learning, and empowering line managers. The article features insights from episodes with Rebecca Thielen, Didier Elzinga, Rob Briner, and Louise Millar / Olivia Edwards. LOOKING FOR A NEW ROLE IN PEOPLE ANALYTICS OR HR TECH? I’d like to highlight once again the wonderful resource created by Richard Rosenow and the One Model team of open roles in people analytics and HR technology, which now numbers over 525 roles. THANK YOU Amit Mohindra for including me in his post about people analytics and power, and for calling out Jeremy Shapiro’s seminal 2010 Harvard Business Review article, Competing on Talent Analytics, which was co-authored by Tom Davenport and Jeanne Harris. Paul David and the team at Literal Humans for including me in their list of The Top 43 HR Tech influencers to help promote your product. Anastasia Mizitova, SHRM-SCP, CPCC for endorsing Excellence in People Analytics. Sanja Licina, Ph.D. for her post about Excellence in People Analytics. Olimpiusz Papiez for sharing his key learnings on storytelling in people analytics, inspired by the recent Digital HR Leaders podcast episode with Cole Nussbaumer Knaflic: Mastering Storytelling for HR Transformation. Christopher Cerasoli for posting about the Digital HR Leaders podcast episode with Craig Starbuck, and highlighting the need for HR to speak the language of finance. Helena Turpin for including the Digital HR Leaders podcast in her six recommended podcasts for learning. Charlotte Chandler for also including the Digital HR Leaders podcast in her list of five recommended podcasts for HR professionals. Similarly, Mirro.io for including the Digital HR Leaders podcast in their list of 13 top HR podcasts Thomas Kohler for including the April edition in his round-up of recommended HR resources. Julia Reis for also including the Data Driven HR Monthly in her list of resources for HR professionals Juliette Matharan for including the podcast episode with Louise Millar and Olivia Edwards in her five podcasts of the month Qandle for including me in their list of Top 25 HR Influencers and Leaders to follow ABOUT THE AUTHOR David Green ?? is a globally respected author, speaker, conference chair, and executive consultant on people analytics, data-driven HR and the future of work. As Managing Partner and Executive Director at Insight222, he has overall responsibility for the delivery of the Insight222 People Analytics Program, which supports the advancement of people analytics in over 90 global organisations. Prior to co-founding Insight222, David accumulated over 20 years experience in the human resources and people analytics fields, including as Global Director of People Analytics Solutions at IBM. As such, David has extensive experience in helping organisations increase value, impact and focus from the wise and ethical use of people analytics. David also hosts the Digital HR Leaders Podcast and is an instructor for Insight222's myHRfuture Academy. His book, co-authored with Jonathan Ferrar, Excellence in People Analytics: How to use Workforce Data to Create Business Value was published in the summer of 2021. SEE ME AT THESE EVENTS I'll be speaking about people analytics, the future of work, and data driven HR at a number of upcoming events in 2024: June 4-5 - Insight222 European Peer Meeting (hosted by Nestlé in Vevey, Switzerland) - exclusively for member organisations of the Insight222 People Analytics Program June 25-26 - Insight222 North American Peer Meeting (Minneapolis, US) - exclusively for member organisations of the Insight222 People Analytics Program September 16-19 - Workday Rising (Las Vegas) September 24-26 - Insight222 Global Executive Retreat (Colorado, US) - exclusively for member organisations of the Insight222 People Analytics Program October 16-17 - UNLEASH World (Paris) October 22-23 - Insight222 North American Peer Meeting (hosted by Workday in Pleasanton, CA) - exclusively for member organisations of the Insight222 People Analytics Program November 12-14 - Workday Rising EMEA (London) November 19-20 - Insight222 European Peer Meeting (hosted by Merck in Darmstadt, Germany) - exclusively for member organisations of the Insight222 People Analytics Program
    skills-based organization
    2024年06月03日