• Culture Amp
    推荐:The best HR & People Analytics articles of March 2024 024年3月,David Green带领我们深入了解了人力资源和人力分析的最新趋势。在欧洲和美国的几场关键活动中,他强调了人力分析在提升员工体验、AI在工作场所的角色、以及四天工作周趋势的增长中的转型作用。此外,Culture Amp对Orgnostic的收购和在Culture First Leaders Forum上的见解,突出了培养适宜的组织文化对于未来工作的战略重要性。Green的观点强调了HR需要采用数据驱动策略,以实现有效的劳动力规划、技能发展和组织增长。 2024 HR TRENDS AND PREDICTIONS KATE BRAVERY, JOANA SILVA, AND JENS PETERSON - Workforce 2.0: Unlocking human potential in a machine-augmented world – Mercer Global Talent Trends 2024 The world of work is in full metamorphosis, forever changed by the seismic shifts of the past few years and accelerated by the imminent human-machine teaming revolution. Just as organizations were settling into a new normal — with a focus on hybrid working, comprehensive health and well-being, digitalization, and upskilling — Generative AI (Gen AI) burst onto the scene. Those are the opening words from the Mercer Global Talent Trends 2024 report, which has recently been published. As ever, the study, which is based on a survey of more than 12,000 executives, HR leaders, employees, and investors, and is authored by Kate Bravery Joana Silva and Jens Peterson is an absolute must-read. The study highlights a disconnect between what HR is prioritising for the 2024 people agenda and the initiatives that executives believe will have the most impact on business growth (see FIG 1).  The study highlights four priorities that firms that outpace their competitors are focusing on: (1) Driving human-centric productivity. (2) Anchoring to trust and equity. (3) Boosting the corporate immune system. (4) Cultivating a digital-first culture. My tip to enjoy the study: find a couple of hours, make yourself a cup of tea and have a pen and paper to hand. FIG 1: HR priorities for the 2024 people agenda (Source: Mercer Global Talent Trends 2024) FIG 2: Drivers and drainers of employee productivity(Source: Mercer Global Talent Trends 2024) HYBRID, GENERATIVE AI AND THE FUTURE OF WORK BRIAN ELLIOTT - Return-to-Office Mandates: How to Lose Your Best Performers There is mounting evidence that mandates don’t improve financial performance. Instead, they damage employee engagement and increase attrition, especially among high-performing employees and particularly those with caregiving responsibilities. That’s according to Brian Elliott in his latest column in MIT Sloan Management Review, which highlights that the workers most likely to be turned off by return-to-office mandates are the company’s highest performers. Elliott highlights the link between factors such as pressure from investors and the CEO echo chamber with RTO pronouncements, as well as how only one in three executives believe that RTO has had even a slight impact on productivity. He recommends instead focusing on productivity rather than physical presence (see FIG 3) and how this can inspire a boom loop in engagement as opposed to a doom loop in trust. Finally, Elliott presents findings from the Future Forum and i4CP, highlighting the negative impact of RTO mandates, before offering guidance on how to build an outcomes-driven organisation: “The bottom line is that when trust is balanced with accountability, people and organizations will thrive.” FIG 3: Focus on Productivity, Not Physical Presence (Sources: Future Forum, Centre for Transformative Work Design, and Slack) AARON DE SMET, SANDRA DURTH, BRYAN HANCOCK, MARINO MUGAYAR-BALDOCCHI, AND ANGELIKA REICH - The human side of generative AI: Creating a path to productivity As teams start using gen AI to help free up their capacity, the middle manager’s job will evolve to managing both people and the use of this technology to enhance their output. A fascinating new study from McKinsey, which provides analysis on workers who are at the forefront of gen AI usage (which as FIG 4 shows is dominated by those in non-technical roles) and dives into the job factors and skills these workers say they need. The authors emphasise how firms can enhance productivity by crafting jobs that put people before tech – rather than the other way around. They conclude that companies that set a people-centric talent strategy will give themselves a competitive edge as more workers and jobs are affected by the changes gen AI brings. The article is rich with data and powerful visualisations – kudos to the authors: Aaron De Smet Sandra Durth Bryan Hancock Marino Mugayar-Baldocchi and Angelika Reich ). FIG 4: Workers who use generative AI as part of their jobs comprise a much larger group than those who hold traditionally technical roles (Source: McKinsey) PETER CAPPELLI, PRASANNA (SONNY) TAMBE, AND VALERY YAKUBOVICH - Will Large Language Models Really Change How Work Is Done? LLMs are much more complicated to use effectively in an organizational context than is typically acknowledged, and they have yet to demonstrate that they can satisfactorily perform all of the tasks that knowledge workers execute in any given job. In their article, Peter Cappelli Prasanna Tambe and Valery Yakubovich look at the use and challenges of integrating Large Language Models (LLMs) in organisations, and present practical recommendations on how to work with LLMs successfully. The five challenges outlined in the article are: (1) The Knowledge Capture Problem. (2) The Output Verification Problem. (3) The Output Adjudication Problem. (4) The Cost-Benefit Problem. (5) The Job Transformation Problem – How will LLMs work with workers? Guidance includes developing and circulating standards for the use of LLMs in organisations, establishing a central office to produce important LLM output, and providing training to users. NICK BLOOM – Why WFH is a win-win-win | WFH research update (March 2024) Nick Bloom’s recent post on LinkedIn highlighting his research on why remote working is a win for firms (due to increased productivity of $20,000 a year for each remote day a week), employees, and society is extremely compelling. I also recommend reading Nick’s latest monthly data for March, which includes numerous insights such as that workers in their 50s and 60s are fully onsite more often than younger workers. For more from Nick, please tune in to his discussion with me on the Digital HR Leaders podcast: Unmasking Common Myths Around Remote Work. FIG 5: Workers in their 50s and 60s are fully onsite more often than younger workers (Source: WFH Research) PEOPLE ANALYTICS PIETRO MAZZOLENI - Transforming HR: How IBM measures the success of its people data platform investments For those of you who haven’t already subscribed to Pietro Mazzoleni’s People Data Platform newsletter, where he unpacks insights from transforming IBM's internal data platform for people analytics, I highly recommend you do. In this edition, Pietro walks through the three tiers of Key Performance Indicators (KPIs) IBM uses to evaluate investments in Workforce 360, its people data platform (see FIG 6). Watch out for an upcoming episode of the Digital HR Leaders podcast, where I discuss with CHRO Nickle LaMoreaux how IBM is augmenting HR programs with AI. The episode will air from April 9. FIG 6: Three tiers of KPIs to evaluate investments in a people data platform (Source: Pietro Mazzoleni) NAOMI VERGHESE - Influencing C-Suite and Board Decisions with People Analytics Insights Naomi Verghese shares key learnings from the recent Peer Meeting for member companies of the Insight222 People Analytics Program, hosted by HSBC in their global headquarters in London. The Peer Meeting, which was attended by over 60 people analytics leaders and practitioners from more than 40 companies focused on two of the key findings from the Insight222 People Analytics Trends study for 2023: influencing senior stakeholders and measuring value. In her article, Naomi covers four topics: (1) how to implement a people analytics operating model that drives business outcomes (based on insights shared at the Peer Meeting by Rob Etheridge and Bec Aoude). (2) how to use AI to democratise insights from people data, using an example of work Andrew Elston has led at HSBC. (3) how Microsoft’s employee listening ecosystem (see FIG 7) helped the firm identify the moments that matter for in-person collaboration (insights from a session led by Dawn Klinghoffer), and (4) how to influence the board of directors, with insights from Justine Thompson. If you would like to learn more about our People Analytics Program, contact us today. FIG 7: Microsoft’s employee listening ecosystem (Source: Dawn Klinghoffer, Microsoft) BRENT DYKES - The Future Of Data Storytelling Is Augmented, Not Automated Brent Dykes continues his rich vein of writing with an article exploring whether AI tools should be used to automate data storytelling. He provides reasons why data storytelling can’t or shouldn’t be automated including for reasons of oversimplification, transparency and trust, and the fact that storytelling is essentially a human skill. Instead, Brent advocates that the path forward should be augmented data storytelling, and lays out a powerful illustration of how this would work (see FIG 8) The most powerful person in the world is the storyteller. The storyteller sets the vision, values, and agenda of an entire generation that is to come. FIG 8: Data storytelling comparisons: Humans vs. AI (Source: Brent Dykes) HALLIE BREGMAN – Where should People Analytics sit in an Organisation? Part 1 & Part 2 | WILLIS JENSEN – Can Data Cleaning be Automated? | COLE NAPPER - Universal Models & People Analytics | ALEXANDER LOCHER - How to harness the value of people data and operational HR insights | ANGELA LE MATHON, STACIA GARR, AND DANI JOHNSON - Generating Value from People Data In recent editions of the Data Driven HR Monthly, I’ve been featuring a collection of articles by current and recent people analytics leaders. These act as a spur and inspiration to the field. Five are highlighted here. (1) If you don’t already follow Hallie Bregman, PhD on LinkedIn, you really should. Hallie regularly publishes thoughtful and insightful posts on topics important to the field. The two I’ve included here look at the pros and cons of situating people analytics in or outside HR. (2) Willis Jensen analyses whether AI will reduce the amount of data cleaning undertaken by people analysts given that much of this work involves judgement without hard, fast or consistent rules. (3) Cole Napper, who I’m looking forward to co-chairing People Analytics World with in London in April – also with Michael M. Moon, PhD – explains how many of the models we use in people analytics are borrowed from other disciplines. (4) Alexander S. Locher highlights some of the current trends in people analytics (see FIG 9) and offers guidance on how to harness value from your people data. (5) Angela LE MATHON, VP People Data and Analytics, shares how GSK generates value with their people data, how they’re using AI to gather information, and how skills verification ties in with Stacia Sherman Garr and Dani Johnson of RedThread Research. FIG 9: Current trends in people analytics (Source: Alexander Locher, EY) THE EVOLUTION OF HR, LEARNING, AND DATA DRIVEN CULTURE JO IWASAKI, KAREN EDELMAN, AND YASMINE CHAHED - Time to rethink talent in the boardroom Just over a third of board and c-level executives believe their workforce related discussions are adequate to meet their organisation’s needs. That’s the standout finding from a new global survey by Jo Iwasaki Karen Edelman and Dr Yasmine Chahed for Deloitte of 500 board members and C-suite executives in more than 50 countries on corporate governance and talent. The three top insights from the study were: (1) Many boards could be focusing more on talent-related issues. (2) Most organisations are just starting to think about their AI strategies. (3) Amplifying the talent experience will require boards to adopt a broader perspective. FIG 10: Workplace related topics that are top board priorities (Source: Deloitte) DAVE ULRICH - Pre-flections on GenAI and HR: Where to Go and How to Get There GenAI will help shape HR’s future by offering both information symmetry to synthesize and optimize the past and present and information asymmetry to create and guide the future. Dave Ulrich offers some initial reflections on what the journey could look like for applying GenAI to HR work, as well as some possible actions to drive progress (see example in FIG 11 for ‘Talent’). Dave also highlights four important considerations to manage the risk and realise the opportunity of GenAI in HR. (1) Who should champion, sponsor, participate in, and be accountable for this journey? (2) What individual skills and organisation capabilities will be required to make GenAI in HR happen? (3) What will be the regulatory and legal policies and risks associated with the effort? (4) What metrics of value-added GenAI for HR will be most useful and tracked? FIG 11: Examples of GenAI/HR initiatives in the Talent domain (Source: Dave Ulrich) HEIN KNAPPEN - How HR Adds to Enterprise Value Hein J.M. Knaapen, a former chief people officer himself, shares his perspectives on the crucial role HR plays in driving business value, and offers practical advice to CHROs on how to make this a reality. Hein highlights the four people priorities that connect to value: (1) Performance management, (2) Succession management, (3) Leadership development, and (4) Capability building, providing guidance on each. Value creation should be the focus. Nothing else. And only four people priorities connect to value: performance management, succession management, leadership development and capability building. WORKFORCE PLANNING, ORG DESIGN, AND SKILLS-BASED ORGANISATIONS STEFAN HIERL - Identifying the AI Potential in Your Organization: A Strategic Approach Leveraging Generative AI to assess the AI Potential in a workforce helps businesses go beyond just talking about how AI might change jobs. As Stefan Hierl astutely observes in his excellent article, in the rush to jump on the AI bandwagon, many companies fall into the trap of overlooking a critical preliminary step: conducting a systematic evaluation of where AI can deliver transformative value. In his article, Stefan outlines a five-step approach to quantify the potential of AI to support organisations identify opportunities for automating and augmenting work activities. The five steps (see FIG 12), which Stefan outlines in detail are: (1) Decomposing roles by breaking down each role into its main activities and respective time shares. (2) AI potential assessment – estimating the potential of AI at the activity level. (3) Expert validation – cross-verifying the generative AI findings with domain experts. (4) Identify high-value areas – creating an overview where AI can significantly enhance workforce productivity (see example in FIG 13). (5) Use case development – exploring specific AI applications to capitalise on identified potential. FIG 12: Five steps to perform an activity based AI potential assessment (Source: Stefan Hierl) FIG 13: AI potential by role – example (Source: Stefan Hierl) MATT SIGELMAN, JOSEPH FULLER, AND ALEX MARTIN - Skills-Based Hiring: The Long Road from Pronouncements to Practice For all its fanfare, the increased opportunity promised by Skills- Based Hiring was borne out in not even 1 in 700 hires last year (2023). This is one of the standout findings from a new study by Matt Sigelman and Alex Martin of The Burning Glass Institute and Joseph Fuller from Harvard Business School. Their analysis reveals three categories of firms, who have publicly stated they have removed degree requirements in hiring, based on their actual hiring outcomes: (1) Skills-based hiring leaders (e.g. Cigna) – who have increased their share of non-degree hires in the roles analysed by nearly 20%. (2) In name only (e.g. Bank of America) – 45% of firms studied have made the shift in name only with no meaningful difference in actual skills-based hiring. (3) Backsliders e.g. Uber) – 20% of the firms analysed had made short-term gains by dropping degree requirements, but the change doesn’t stick. The report also highlights the roles best positioned for skills-based hiring (see FIG 14). FIG 14: The roles best positioned for skills-based hiring (Source: Sigelman et al) JORDAN PETTMAN - How to Accelerate the Impact of Strategic Workforce Planning (SWP) through the Organisation Strategy Ecosystem Jordan Pettman, one of my colleagues at Insight222, knows a thing or two about workforce planning. In his recent article for myHRfuture, Jordan explores how strategic design can be brought to life through an integrated ecosystem (see FIG 15) encompassing four components: (1) Organisation strategy, (2) Operating model, (3) Organisation design and strategic workforce planning, and (4) Organisation effectiveness. FIG 15: The Organisation Strategy Ecosystem (Source: Jordan Pettman, Insight222) EMPLOYEE LISTENING, EMPLOYEE EXPERIENCE, AND EMPLOYEE WELLBEING JACQUELINE BRASSEY, LARS HARTENSTEIN, BARBARA JEFFERY, AND PATRICK SIMON – Working nine to thrive One of the few positives to emerge through and since the pandemic has been a stronger focus on employee health and wellbeing. According to new research by Jacqui Brassey, PhD, MA, MAfN (née Schouten) Lars Hartenstein Barbara Jeffery and Dr. Patrick Simon, on behalf of the McKinsey Health Institute, improving employee health and wellbeing doesn’t just benefit workers and organisations, it could generate between $3.7 to $11.7 trillion in global economic value (see FIG 16). Their article focuses on six drivers of health that employers can influence - social interaction, mindsets and beliefs, productive activity, stress, economic security, and sleep – and provides guidance on how organisations can move the dial on each. FIG 16: Improving global employee health and wellbeing could create up to $11.7 trillion in economic value (Source: McKinsey Health Institute) LEADERSHIP, CULTURE AND LEARNING LINKEDIN LEARNING – Workplace Learning Report 2024: L&D powers the AI future As AI reshapes how people learn, work, and chart their careers, L&D sits at the center of organizational agility, delivering business innovation and critical skills. Aligning learning programs to business goals emerges as the top L&D focus area for 2024 in LinkedIn Learning’s annual report on the L&D field, which is based on analysis of LinkedIn behavioural data and focus interviews with L&D professionals around the globe. The report is structured into three chapters: (1) The State of L&D (the study finds that a strong learning culture derives retention, mobility, and promotion. – see FIG 17), (2) Skills agility (the study finds that only 33% of organisations have internal mobility programs), and (3) How L&D succeeds) with priorities #1 and #2 being to lean into analytics and build the right metrics – see FIG 18). The report features contributions from the likes of: Amanda Nolen (who asks: “What if Chief Learning Officers become Chief Skills Officers”), Chris Louie Geraldine Murphy Terri Horton, EdD, MBA, MA, SHRM-CP, PHR Alexandra Halem Ekpedeme "Pamay" M. Bassey Shruti Bharadwaj and Dani Johnson. FIG 17: Business outcomes and learning culture (Source: LinkedIn Learning) FIG 18: How L&D tracks business impact (Source: LinkedIn Learning) AYSE KARAEVLI AND SERDEN ÖZCAN - Make Better Allies of Your Workforce When the board takes the recommendations of employee advisory groups seriously and incorporates them into decisions, employees become more empowered, and their perspectives become embedded into their company’s long-term objectives. In their article for MIT Sloan Management Review, Ayse Karaevli and Serden Ozcan present findings from their interviews with board directors, CEOs, CFOs, and employee representatives to understand how to manage conflict and engage workers. From their analysis, Ayse and Serden identified three strategies effective leaders use to include employees (see FIG 19): (1) Identify mutual goals and interests, (2) Foster inclusive decision processes, and (3) Give employees strategic responsibilities. The article then describes each of these in detail with examples from the likes of ThyssenKrupp, Allianz, Siemens, and Bayer before highlighting the importance of employee advisory groups, engagement with board members and the role of committees and task forces to imbue governance and participation. FIG 19: Three Strategies to Avert Workforce Controversies (Source: Ayse Karaevli and Serden Özcan) DIVERSITY, EQUITY, INCLUSION, AND BELONGING SUNDIATU DIXON-FYLE, MASSIMO GIORDANO, TANIA HOLT, TUNDE OLANREWAJU, DARA OLUFON, AND SANDRA SANCIER-SULTAN - Ethnocultural minorities in Europe: A potential triple win Greater inclusion of ethnocultural minorities could fill talent gaps and spur company growth, increase economic empowerment of these groups, and generate benefits for the economy and broader society. Despite the anti-immigration policies of many current European governments (that includes you, Rishi Sunak), stagnant economies, tight labour markets, and shrinking working populations mean that immigration is key to unlocking economic growth. In their superb analysis for McKinsey, Sundiatu Dixon-Fyle Massimo Giordano Tania Zulu Holt Tunde Olanrewaju Dara Olufon and Sandra Sancier-Sultan provide data insights on what they classify as ethnocultural minorities in Europe, and their (mostly challenging) experiences. The authors also provide guidance for companies on ethnocultural minority employee inclusion across five dimensions (see FIG 20). FIG 20: Companies can consider ethnocultural minority employee inclusion across five dimensions (Source: McKinsey) HR TECH VOICES Much of the innovation in the field continues to be driven by the vendor community, and I’ve picked out a few resources from March that I recommend readers delve into: ANDREA DERLER, PETER BAMBERGER, MANDA WINLAW, AND CUTHBERT CHOW - When New Hires Get Paid More, Top Performers Resign First - To attract talent to the organisation, employers often pay new hires more than they pay equivalent workers in the same role. Analysis by the Visier Inc. team of Andrea Derler, Ph.D. Peter Bamberger Manda Winlaw and Cuthbert Chow shows that in these times of increasing pay transparency, this strategy risks your high-performers resigning. ANDREW PITTS AND CHAD MITCHELL - Exploring a few largely untapped sources of data for passive Organizational Network Analysis – This article by Andrew Pitts and Chad Mitchell of Polinode looks at a number of data sources that are typically overlooked for ONA including: 360 reviews, peer to peer recognition tools, opportunity marketplaces, and talent intelligence data. FRANCISCO MARIN - Key Considerations for Defining the Scope of an ONA Pilot – Francisco Marin of Cognitive Talent Solutions provides a helpful guide to defining the scope of an ONA pilot including tips on clarifying the objective, data privacy and securing executive sponsorship. HAKKI OZDENOREN AND JOHN BOUDREAU – Is the Future of Work Lost in Translation – John Boudreau joins forces with Hakki Ozdenoren of Revelio Labs to conduct analysis on resumes and jobs mentioning the ‘future of work’, with HR featuring prominently (see FIG 21). FIG 21: A diverse set of roles contribute to the Future of Work (Source: Revelio Labs) PODCASTS OF THE MONTH In another month of high-quality podcasts, I’ve selected five gems for your aural pleasure: (you can also check out the latest episodes of the Digital HR Leaders Podcast – see ‘From My Desk’ below): JAMIL ZAKI, BRYAN HANCOCK, BROOKE WEDDLE, AND LUCIA RAHILLY  - It’s cool to be kind: The value of empathy at work – In this episode of McKinsey Talks Talent, Jamil Zaki (author of The War for Kindness) joins Bryan Hancock Brooke Weddle and Lucia Rahilly to make the case for investing in empathic behaviour—for reasons including higher productivity, a stronger workplace culture, and better organisational health—as well as to discuss how to go about cultivating kindness at work. CAL NEWPORT AND ADAM GRANT – How to be productive without burning out – Cal Newport discusses insights from his new book, Slow Productivity: The Lost Art of Accomplishment Without Burnout, with Adam Grant on WorkLife. They dig into the data on productivity, debate the benefits and drawbacks of doing fewer things (and spending less time on email and social media), and discuss individual habits and organisational practices for preventing burnout and promoting worthwhile work. JOSH BERSIN - Why “Talent Density” Is So Critical In Business Today – Fresh from discussing his Dynamic Organizations research at Gloat Live, Josh Bersin discusses why ‘Talent Density’ is becoming one of the key strategies for growth. DONNA MORRIS AND LARS SCHMIDT - Inside Walmart’s Bold Strategy to Transform Retail Work – Walmart’s chief people officer, Donna Morris, joins Lars Schmidt on his Redefining Work podcast to discuss how Walmart is not just navigating but leading the revolution in workplace technology—with people firmly at its core. This was an especially insightful listen as only two days before I had seen Marty Autrey speaking at the Wharton People Analytics conference on how Walmart provides data-based nudges to its store managers to help them drive business outcomes and enhance employee experience. RYAN HAMMOND, COLE NAPPER AND SCOTT HINES - Turnover Prediction, ML Ethics, & The HiQ Story – Ryan Hammond shares the epic story of HiQ Labs with Directionally Correct hosts Cole Napper and Scott Hines, PhD, as well as insights from his practitioner and academic backgrounds including how to ethically use internal and external data to do turnover prediction. VIDEO OF THE MONTH TANUJ KAPILASHRAMI, MICHAEL FRACCARO, TAMLA OATES-FARNEY, AND DAVID GREEN – CHRO Panel: Delivering against the transformation imperative March’s Video of the Month proved to be a highlight for me as it features me moderating the CHRO Panel at the recent Gloat Live event in New York. The panel was comprised of Tanuj Kapilashrami Michael Fraccaro and Tamla Oates-Forney, and featured discussion on the increasingly pivotal role of the CHRO in business transformation, lessons learnt and successes from transitioning to a skills-based organisation, and how technology can enable a culture of inclusivity and opportunity. BOOKS OF THE MONTH With a lot of travelling back and forth from the US in March, I found time to dig into two new books, which I recommend to readers of this newsletter: MARC SOKOL AND BEVERLY TARULLI – Strategic Workforce Planning: Best Practices and Emerging Directions Strategic workforce planning – the process of looking forward, assessing how to compete and win in your chosen market or business arena, and linking those insights to your existing and potential future workforce – is core to any institution that aspires to sustain itself over time. Those are the opening words of Marc Sokol and Beverly Tarulli, Ph.D., the editors of an indispensable new volume of SIOP’s Professional Practice Series. It provides an overview of SWP, covering best practices, methodologies and new directions in the field as well as featuring contributions and case studies from a stellar list of contributors. These include: Sheri Feinzig Alexis Fink Adam Gibson Brian Heger Adam McKinnon, PhD. Kanella Salapatas and Dave Ulrich. Grab yourself a copy! SALVATORE V. FALLETTA – Creepy Analytics: Avoid Crossing the Line and Establish Ethical HR Analytics for Smarter Workforce Decisions In Creepy Analytics, Dr. Salvatore Falletta provides a thoughtful approach to HR Analytics that is both evidence-based and ethical – ensuring that organisations get the insights they need while respecting employee privacy. The book is built around the author’s seven-step HR Analytics Cycle (see FIG 22) and is well-researched. Thanks to Salvatore too for referencing Excellence in People Analytics several times, particularly in relation to the guidance Jonathan Ferrar and I offer around governance and the development of an ethics charter. As Alec Levenson opines in his endorsement of the book: “Falletta has done a masterful job addressing some of the most important ethical issues for workforce analytics.” FIG 22: The HR Analytics Cycle (Salvatore V. Falletta) RESEARCH REPORT OF THE MONTH MAX BLUMBERG, ALEC LEVENSON, AND DAVE MILLNER - A Strategically Aligned HR Operating Model In their recently published paper, three eminent and progressive thinkers in our field – Max Blumberg (JA) ?? Alec Levenson and Dave Millner – set out a pivot in how HR is structured and works in order to more closely align the function to the capabilities required for successful strategy execution. They present a new HR structure (see FIG 23) designed around four key pillars, before describing each pillar in detail and providing some diagnostic steps to implement this new operating model. FIG 23: A new HR structure (Source: Blumberg, Levenson, and Millner) FROM MY DESK March saw four episodes from Series 37 of the Digital HR Leaders podcast, sponsored by our friends at Culture Amp - thank you to Ellisa Packer and Jodie Evans, a round-up of series 36 and a guest appearance by yours truly on the Future Work/Life podcast: DAVID GREEN AND OLLIE HENDERSON - Driving growth in people and businesses using data – In a role reversal, it was my turn in the hotseat as I joined Ollie Henderson on his Future Work/Life podcast to talk people analytics, talent marketplaces, AI, hybrid work models and the future skills required by HR professionals. DORIE CLARK - How to Embrace Long-Term Thinking in HR Leadership – Dorie Clark and I discuss how to pivot to long-term thinking, how to prioritise effectively, and why embracing failure can drive innovation and creativity. DIDIER ELZINGA - How to Prove the ROI of a Positive Company Culture – Didier Elzinga joins me to discuss ways of engaging the board on culture topics, the relationship between a healthy culture and business performance, and how to demonstrate the ROI of culture and engagement initiatives. ROB BRINER - What is Evidence Based HR and Why is it Important? – Rob Briner shares the principles of evidence-based HR, how it differs from people analytics, and offers recommendations to chief people officers on how they can incorporate EBHR into their work. LOUISE MILLAR AND OLIVIA EDWARDS - Actionable People Analytics Strategies to Influence Senior Leadership – In a powerful example of people analytics in practice at a SME, Louise Millar and Olivia Edwards share insights from the people analytics journey at Chetwood. DAVID GREEN – How will AI transform the role of HR? – A round-up of series 36 of the Digital HR Leaders podcast, with insights from episodes featuring Dawn Klinghoffer Jeremy Shapiro Thomas Hedegaard Rasmussen Serena H. Huang, Ph.D. Luke Farrugia Kaz Hassan Eric Siegel and Bernard Marr. THANK YOU Thomas Kohler for including the February edition of Data Driven HR in his round-up of HR resources. Reb Rebele for referencing me in his post about the Wharton People Analytics Conference – you were missed, Reb. Olimpiusz Papiez for providing a great set of takeaways on the Digital HR Leaders podcast episode with Dawn Klinghoffer, Jeremy Shapiro, and Thomas Rasmussen on People Analytics, AI and ML. Peter Johnson for including me in his list of HR thought leaders. Mokkup.ai for including my article on How Will AI Impact People Analytics in 2024 and Beyond? in their collection of Top 14 reads for Data Professionals. Thinkers360 for including me in their list of the Top 50 B2B Thought Leaders, Analysts & Influencers You Should Work With In 2024 (EMEA) Joveo for including me in their list of Top 9 Twitter Influencers Every Talent Acquisition Specialist Should Follow To the following people who sharing the February edition of Data Driven HR Monthly. It's much appreciated: Allison Ardianto Eakkasit Toratana Jillian Meade David Balls (FCIPD) Kingsley Taylor Military Veterans of LinkedIn Robin Carlin Amy C. Lewis, PhD Russ Fatum Kouros Behzad Emily Klein Madison Clary Robert Rogowski Phillip M. Randall, PhD, CPG Gord Johnston MA, BHJ, BA, CHRP ANDRES CAMPOVERDE Aravind Warrier Francisca Solano Beneitez Satya Prakash Pandey Malgorzata (GOSIA) LANGLOIS Dr. Zohaib Azhar (PhD-HR) Jane Datta David McLean John Lawson Alice Damonte Martha Curioni Vipul M. Mali ↗️ Jens Keuter Phil Inskip Andrew Smith MBA Ekta Vyas Ph.D Oswaldo Machado Bill Brown Barry Marshall Paola Carranco Murthy Nibhanipudi VS Jaana Saramies ? Robert Houghton Aysegul Tigli Indre Radzeviciute Radha Jeevan Melissa Hopper Fritz Tina Peeters, PhD Morten Hartvig Berg Pedro Pereira Gavin Wiseman UNLOCK THE POTENTIAL OF YOUR PEOPLE ANALYTICS FUNCTION THROUGH THE INSIGHT222 PEOPLE ANALYTICS PROGRAM At Insight222, our mission is to make organisations better by putting people analytics at the centre of business and upskilling the HR profession The Insight222 People Analytics Program® is your gateway to a world of knowledge, networking, and growth. Developed exclusively for people analytics leaders and their teams, the program equips you with the frameworks, guidance, learnings, and connections you need to create greater impact. As the landscape of people analytics becomes increasingly complex, with data, technology, and ethical considerations at the forefront, our program brings together over one hundred organisations to collectively address these shared challenges. Insight222 Peer Meetings, like this event in London, are a core component of the Insight222 People Analytics Program®. They allow participants to learn, network and co-create solutions together with the purpose of ultimately growing the business value that people analytics can deliver to their organisations. If you would like to learn more, contact us today. 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.
    Culture Amp
    2024年03月31日
  • Culture Amp
    2024年将人力资源趋势和预测付诸实践的九种方法 新的一年如约而至。 新年带来新的潮流引导者,新的推动者和新的撼动者,标新立异的想法随之而来,推动进步。而一些趋势会随着市场的发展而变化,年年如是。 每年我们都会回顾去年的成功与失败经验,同时展望2024年的新机遇。2024年将会是划时代的一年。 经济萧条逐渐结束,我们处于新时代的前沿——人工智能时代,在这个时代我们对于文盲的理解变成了“智能文盲”,在工作场景中愈发明显。与此同时产生了复合效应,一些地区的工人需要更公平的工作环境,改进的DEIB策略以及孤立高管层的持续性影响。对于人力资源领导者来说,成为这些变革的先锋从未像现在这样重要。 在2024年保持领先地位 领导者需要有勇气继续跳出人力资源的框框思考,使用新兴技术而不是害怕它,并利用多代员工的独特技能。 然而,了解哪些趋势将推动未来的工作是一回事,了解领导者如何将这些趋势付诸实践才是成功的关键。为了帮助您了解,我们汇总了一些2024年顶级人力资源趋势和预测的优秀示例,并提供了一些有关如何将其付诸实践的可行提示。 正如你所看到的,人力资源在2024年如何发展似乎没有定论。从领导力战略到新兴人工智能、技能投资、多样性、道德、灵活工作,相互交织,随着人力资源世界的发展而不断涌现。 但是,如果仔细观察上述每一个人力资源趋势,你会发现有一些共同点,我们都认为这些共同点将在2024年对人力资源发展产生巨大的影响。 1.领导力与管理发展 最优秀的人力资源领导者明白变革是不可避免的,应该接受改变。正如 Visier 在他们的文章《人力资源的新规则》中所说的那样,变革并不一定是一场技术驱动的革命。它可以像改变视角一样简单。 正如 Visier 首席客户官 Paul Rubenstein 所说,“首席人力资源官(CHRO)必须结合业务数据了解人的绩效、敬业度和生产力,以应对当今的复杂挑战”。 到2024年,人力资源领导者将不仅仅是人事领导者,他们必须在人事管理节奏之外密切参与业务战略,以了解他们与最高管理层一样的工作背景。 然而,根据 Gartner 关于2024年人力资源领导者的 5 大优先事项的报告,“73%的人力资源领导者确认他们组织的领导者和经理没有能力领导变革”。 为了解决这个问题,大卫·格林(David Green)优先考虑赋予人事领导者权力,承认他们的工作量不断增加——“75%的人力资源领导者表示,他们的经理对工作职责的增长感到不知所措(89),而超过50%的经理说自己感到筋疲力尽”。 伯纳德·马尔(Bernard Marr)正确地指出,我们需要在下一代的背景下思考管理和领导力发展,而不仅仅是下一代领导者,而是下一代劳动力。Culture Amp 的研究支持这一点,强调“我们工作场所的代际权力平衡正在发生变化”——非常重视培养当前和未来的领导者,以重新获得进入劳动力市场的信任。在复盘全球正在进行的大规模辞职现状,以及心理安全在有效的混合工作团队中发挥的重要作用时,这一点尤其明显。 因此,从重建习惯管理和管道调整,到取决于管理者独特技能而重新调整的工作流程(而不是期望每个管理者都以同样的方式领导),提供了大量的可能性,可以真正彻底改变2024年的领导方式。2.组织文化与混合工作 如果你认为弹性工作已经一去不复返是因为一群老板希望人们回到办公室,请你再想一想其他原因。因为混合时代才刚刚开始。 思考一下 David Green 关于他对2024年人力资源机会预测的文章中强调的要点: “十分之八的首席人力资源官表示,他们没有计划在未来12个月内减少远程工作的数量”。 “自大流行以来,90%的公司已经接受了一系列混合工作模式”。 “现在,大多数员工有超过25%的时间在远程工作”。 再加上2023年10月,美国近 30% 的带薪日是在家工作。 我们现在所处的时代,人力资源领导者在根据这些变化带领调整公司整个组织结构发展方向上占主要地位。 人力资源领导者应使用数据和分析来为个人发展和绩效设定更好的期望。这也将减少文化发展的“一刀切”方法,并创造Visier所说的“增加的确定性”。事实上,当他们的研究表明“这些执行办公室申报表的公司中有三分之一的公司很难招聘新员工”时,我们比以往任何时候都更需要实施真正的组织变革,以满足新员工的需求。 大卫·格林(David Green)对此的做法集中在“人性化领导”上,即将员工福祉和个性化服务放在人员管理和和企业管理的核心——“建立一个更公平、更健康、更人性化的组织不仅是对员工的‘正确做法’,也是推动企业成功的选择”。 当然,说起来容易做起来难——Gartner 说,“47%的人力资源领导者都不知道如何推动变革以实现所需的文化”。 但是,解决之道是否在于创造更有意义的体验?Culture Amp 延续了这一思维框架,强调创造“值得通勤的体验”对于保持团队创造力和动力至关重要。 伯纳德·马尔(Bernard Marr)考虑了混合工作时代团队凝聚力和有效管理的影响,Mercer在其文章《2024年5个人力资源趋势:你能做些什么来保持领先?》中也将其作为重中之重,尤其是以灵活的思维方式领导的想法。 总而言之,在劳动力规划、职业处理、办公室使用和绩效方面进行可持续的组织变革必须评估各种投入,例如技术、保留策略和员工倾听,还有许多方面将在下文讲。 3.技术集成与人工智能 现在我们正处于真正的时代趋势之中——人工智能,以及技术发展的前沿。 毫不奇怪,上面引用的每一项研究都强调人工智能(包括生成式人工智能),这是2024年人力资源的重大转变。但人工智能并没有从某个职业中剔除数百万美元,也不会导致公司大规模裁员、突然倒闭。人工智能正在改变工作方向,而不是工作本身,在人工智能时代,帮助工人培养人工智能相关技能将使人们在工作中保持安心和快乐。 仅从生产力、敬业度和业务成功的角度来看,人工智能就是一个游戏规则的改变者: Visier ——“29%的工人表示,使用生成式人工智能工具每天可以节省30分钟到一个小时,而18%的人可以节省三到四个小时”。 Unleash ——“76%的人力资源领导者已经在讨论如何在工作场所使用人工智能,38%的人正在正式评估这项新兴技术”。 Gartner ——“76%的人力资源领导者认为,如果他们不在未来12到24个月内采用和实施生成式 AI,他们将在组织成功方面落后”。 然而,在数字人力资源领域这样一个令人兴奋的领域里,成功取决于某个类似却独特的东西——了解自己的极限。例如,我们鼓励每位人力资源主管在阅读本文时问自己以下几点: 您了解组织人力关系与数字关系的局限性吗? 您是否审核了员工对数字化转型的准备情况? 您有没有评估过什么是好的变化,你知道如何衡量它吗? 最后,您是否了解人工智能供应商的格局——谁在制造什么,有什么作用,对你有用吗? 从这开始,您将更好地了解 AI 如何为您提供帮助。 4.基于技能的战略劳动力规划方法 “转型的头号挑战是缺乏工作能力和技能,但只有五分之二的人力资源专业人士了解其组织该有的技能”——Mercer《2024年5个人力资源趋势:你能做些什么来保持领先?》 战略性劳动力规划(SWP)需要一种默契,即战略本身意味着对招聘和留住人员的转变方式保持敏感,而平衡全部人力资源责任和预算潜力意味着要对 SWP 的流程进行长期审视。 这包括从更多基于技能的角度看待技术,尤其是在数字化转型时代。正如 Visier 所强调的那样,“86%的员工表示,他们的雇主应该在技能再培训方面发挥更多作用,以确保他们不会轻易被人工智能工具取代”。 Gartner 认为内部流动令人信服的影响是成功的关键,“66%的人力资源领导者(他们自己也同意)其组织内的职业道路与许多员工的职业道路相比并不引人注目”。 创造一个引人注目的工作文化不会付出很大的代价,而是意味着为员工和业务发展赋予意义,并为企业完美地穿针引线,帮助企业和个人发展相关专业知识。正如大卫·格林(David Green)所强调的那样,这意味着要推动以技能为基础的SWP招聘,并将更大的业务目标与人力资源优先级联系起来,Mercer证实了这一点。 5.人员分析和加强决策能力 如果数据不能产生影响,那它还有什么用呢? 说到这,David Green 再次强调了关于人员分析如何在 CHRO 层面创建增强决策文化的可用情报,该文化将集中在人员分析和 CHRO 之间改进的关系上, “Insight222 的第四届年度人员分析趋势研究发现,人员分析的重要性和影响力继续增长,22%的人事分析领导者正在向首席人力资源官报告”。 人员分析领导者和首席人力资源官都需要将大量不同的业务优先事项和数据集结合起来,以推动个性化决策。这包括将伦理、数据民主化、数据影响和业务优先事项的影响放在组织转型和成功的保护伞下。 这意味着最优秀的人员分析专业人员可以提供可分析并可付诸实施的洞见-正如 Visier 所强调的那样,这就是为什么如此多的小型和新兴公司处于竞争激烈的时代,因为他们可以使用大量超详细的大数据以更敏捷的方式创建更具吸引力、更敏锐的业务决策。 6.与业务保持一致 一致性对许多人来说有很大的意味,但从本质上讲,如果人力资源部门要继续并提升其价值并确保组织敏捷性,那么: HR 和最高管理层需要加强联系。 人力资源和财务部门需要更加紧密地联系在一起。 David Green 通过 Insight222 的研究来证实,人力资源和财务部门越来越需要同步工作——“在271家公司中,接受调查的65家公司确认他们已经与财务部门建立了合作伙伴关系,其中99%的公司报告说,人员分析团队在过去12个月中取得了巨的成果”。 在2024年,为人力资源分析构建业务案例不是我们必须做的事情,但可惜的是,这通常是正在进行的人力资源预算和投资的核心对话。 解决之道在于使用最清晰、最明显的工具——人员和数据——来讲述人力资源故事。这种共生关系正是Visier研究所强调的,并建议人力资源领导者将他们的人员管理思维方式转变为“人力资源是一种操作系统,而不是一种运营模式”。 7.提高人力资源和劳动力的技能 这场无休止的技能提升之战将持续到2024年。但它将有自己的特点,在某种程度上受到人力资源投资性质变化以及人工智能和新技术的光速发展的影响。 伯纳德·马尔(Bernard Marr)对此的独特见解说明了这一领域的情况-——“了解生成式人工智能等变革性技术将如何增强现有人员能力,以及需要哪些素质和能力(战略思维,解决复杂问题,创造力,情商)来补充机器的短板”。 在人工智能时代,人机界面的发展将对劳动力如何重新掌握技能和提高技能产生巨大影响,随着数字原住民担任越来越多的领导角色,一般计算机素养和用户体验/用户界面的持续发展也将产生巨大影响。但是,当“到2028年,44%的工人技能将被颠覆”时,技能提升应该被正确地推到投资组合优先事项清单的首位。 8.多元化、公平、包容和归属感(DEIB) 大流行后“大辞职”生态系统的一个支柱是工作场所中的平等——更公平的工作条件、更多的工作与生活平衡、更好的代表性和更具包容性的工作场所。 2023年,我们认为释放 DEIB 的力量是未来一年人力资源领导者的重要关注点,利用分析工具和情绪分析工具等多种工具来改善招聘可衡量指标。 那么我们现在处于什么位置呢?尽管我们为使 DEIB 脱颖而出所做的所有艰苦工作,但仍许多需要做,正如 Visier 在下面的研究。 DEIB 策略确实存在失去重点的风险。但请记住,一家拥有成熟的多元招聘文化、建立在包容性工作场所基础上的公司,对从公司业绩到 ESG 的方方面面都有深远的积极影响。正如大卫·格林(David Green)提醒我们的那样,大多数工人认为DEIB是一件好事,其商业案例也很清楚。 “Insight222 的研究发现,在2023年(连续第三年),DEIB 是人员分析增加最多商业价值的领域”。 2024年应该是我们推进 DEIB 的一年,保持势头并推动积极变革。 简而言之,坚持到底——现在放松警惕将导致长期劳动力规划(WFP)的严重失败,同时增加代表性不足的社区的变革机会。 9.提升员工敬业度和留任率的新方法 最重要的是,许多提高员工敬业度的新方法将决定未来一年的企业发展。 2023年独特的经济困境催化了英国、法国、德国和美国这一代人中一些最大规模的工作场所罢工,而普遍的技能短缺继续困扰着多个行业。伯纳德·马尔(Bernard Marr)将过去几年从被动接受不良工作规范到主动采取行动的转变带入了敏锐的视角——“根据美国劳工统计局的数据,涉及1,000多名工人停工,比2021年停工人数多了近 50%”。 Unleash 进行的研究表明,绩效和生产力已成为2024年人力资源领导者的首要任务,从敬业度中夺得桂冠。但在混合时代,二者缺一不可。敬业度被渗透到组织的方方面面,而2024年是实现这一目标的一年。 在2024年,我们需要通过加强员工体验的个性化,通过真实、有意义的参与来提高生产力(和幸福感),David Green 强调这是他为 HR 培养倾听组织的第12次机会。然而,正如 Unleash 所强调的那样,“不仅要关注员工调查中的指标,还要分享员工故事,以真正了解数据对高管的意义”。 为此,人力资源、员工和领导层之间应该建立一种,在道德领导、薪酬透明度(正如 Culture Amp 正确强调的那样)薪酬差距报告以及 Mercer 所强调的值得认可的基础上的关系。 将敬业度与业务和个人成果联系起来至关重要。Mercer薪酬调查和数据业务负责人Chi Tran完美地描述了这一演变。 “新冠肺炎疫情之前起作用的管理方式不再有效......留住员工将是一个重点,这意味着在职业道路、技能再培训和技能提升方面优先考虑员工福利。我们还看到,雇主将更大比例的薪酬预算用于可变薪酬,这些薪酬可以根据业务绩效进行调整。 2024年及以后的人力资源趋势 作为各地人力资源领导者的缪斯女神,Hung Lee 在他的文章《2024年:决定人力资源领域的7个趋势》中说到: “员工体验不容小觑——对于许多组织来说,这将是一场文化革命”。 在2023年经济动荡之后实施新战略将非常困难,而整个组织的支持是关键。如果能注意到上述情况,我们相信人力资源团队可以确保他们的组织采取积极主动的方法来提高工作场所绩效、幸福感、敬业度,以及至关重要的留住优秀员工。 2024年——充满无限可能性的一年! 利用 Insight222解锁人员分析功能 在 Insight222,我们的使命是通过将人员分析置于业务中心并提高人力资源专业的技能来使组织变得更好。Insight222 人员分析计划®是您通往知识、网络和成长世界的门户。该计划专为人员分析领导者及其团队开发,为您提供创造更大影响力所需的工具、见解和关系。 随着人员分析的格局变得越来越复杂,数据、技术和行业道德越来越重要,我们的计划汇集了一百多个组织,共同应对这些挑战。 Insight222 同行会议是 Insight222 人员分析计划®的核心组成部分。它们允许参与者一起学习、交流和共同创造,最终提高人员分析可以为其组织提供的业务价值。 SOURCE MyHRfuture  
    Culture Amp
    2024年01月17日
  • Culture Amp
    The best HR & People Analytics articles of December 2023 The December edition of my monthly compendium is an opportunity to reflect on the year that has nearly passed and look forward to what lies ahead. 2023 has proved to be another challenging year full of geopolitical tension, economic uncertainty, and climate inaction. For HR and people analytics professionals, it has been a year dominated by generative AI, skills, and the continuing journey of HR from support function to strategic partner. HR’s elevation to being a strategic partner is the underlying theme of my recently published 12 Opportunities for HR in 2024 article (see FIG 1). If you’d like to contribute suggestions for opportunities 11 and 12, please click here and add your suggestion in the comments. FIG 1: 12 Opportunities for HR in 2024 (Source: David Green) Despite managing to catch Covid on the flight home, I thoroughly enjoyed my recent trip to India, at the end of November, where I spoke at the Indeed FutureWorks event in Bangalore. A huge thank you to Aarti Deoskar, Jessie Paul, Rittik Mondal, Rohan Sylvester, and the Indeed team for inviting me. Looking for a new role in people analytics or HR tech? Before we get to this month’s collection of resources, I’d like to once again highlight the wonderful resource created by Richard Rosenow and the One Model team of open roles in people analytics and HR technology, which now numbers nearly 500 roles. Happy Holidays! I wish all readers who are taking a break over the festive season Happy Holidays, and a prosperous and healthy 2024. Thank you to everyone who has supported Insight222, myHRfuture and the Digital HR Leaders Podcast in 2023. It’s much appreciated. Share the love! Enjoy reading the collection of resources for December 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 November’s compendium (including those in the Comments below). 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. 2023 HR RETROSPECTIVES AND 2024 PREDICTIONS DAVE ULRICH - The State of HR: Looking Back and Envisioning Forward | McKINSEY - What matters most? Eight CEO priorities for 2024 | CULTURE AMP - 7 trends that will define HR in 2024 | KEN OEHLER - RADICL People Predictions for 2024 | VISIER – The New Rules of HR: 10 Workforce Trends for 2024 | i4CP – 2024 Priorities and Predictions Putting my own 12 Opportunities for HR in 2024 to one side, there are a plethora of other trends and predictions being published. Six resources that I recommend digging deeper into come from Dave Ulrich, McKinsey, Culture Amp, RADICL, Visier Inc. and Institute for Corporate Productivity (i4cp). (1) Dave Ulrich looks back on the main themes in HR in 2023, declares “Now is the time for HR,” and outlines four areas where his firm, The RBL Group, will be conducting think tanks in 2024. (2) Homayoun Hatami and Liz Hilton Segel of McKinsey present eight CEO priorities for 2024 including Learn to love your middle managers. (3) Didier Elzinga and Damon Klotz co-opt contributions from Stacia Sherman Garr, Justin Angsuwat, Dr Kirstin Ferguson AM, and Hung Lee for their thoughtful seven trends that will define HR in 2024 including greater pay transparency, staying human as intelligent tech evolves, and regaining trust. (4) RADICL’s Ken Oehler presents five people predictions for 2024, with my favourite being #4 Attention Shifts to Solving Distributed Team Effectiveness (see FIG 2 for RADICL’s model of distributed team effectiveness: Coordination, Connection and Competence). (5) Visier collect trends from a number of industry luminaries and practitioners including Wendy Evesque, Michael Salva, Melissa Arronte, and Eric Bokelberg, with the lead trend being: The CHRO Leads From the Outside-In. (6) Last but not least, in his Foreword to i4CP’s annual look at priorities and predictions, Kevin Oakes highlights the dominance of AI and provides an illuminating insight on the direct correlation between the adoption of AI and business performance: “AI Innovators are more likely to have higher market performance, increased levels of innovation and productivity, and healthier cultures than those that have been slower to adopt AI.” Now is the time for HR FIG 2: The Collaboration Opportunity for distributed team effectiveness (Source: RADICL) PEOPLE ANALYTICS ROB BRINER - Evidence-based HR and people analytics are the same, right? Afraid not Rob Briner examines the relationship between people analytics and evidence-based HR, explaining each of them, outlining the differences (see FIG 3) and concluding that: “While people analytics is a welcome and necessary development within the HR profession and certainly goes some way to helping HR become more effective, it is not, on its own, enough.” Rob also highlights the three key principles of evidence-based HR: (1) Incorporate multiple sources and types of evidence and information. (2) Adopt a structured and explicit process of gathering and using evidence. (3) Focus on the most trustworthy and relevant evidence. FIG 3: Differences between people analytics and evidence-based HR (Source: Rob Briner) PATRICK COOLEN - Establishing people analytics as a common practice (part II) This article by Patrick Coolen, which follows up Part 1 where he presented his People Analytics FIT model, dovetails nicely with Rob Briner’s article as it focuses on the evidence-based HR services provided by people analytics functions. In the article, Patrick recommends that to establish people analytics as a common practice companies should not only focus on becoming more mature in the evidence-based HR services but in integrating these services too. Patrick provides a roadmap to achieving this (see FIG 4) as well as outlining three reasons for integration: (1) Integration leads to faster and higher-quality delivery. (2) Integration attracts experienced people analytics leaders. (3) Integration supports being a strategic advisor. High impact people analytics practices integrate various evidence-based HR services FIG 4: Road map strategies for people analytics practices (Source: Patrick Coolen) JAAP VELDKAMP AND HELEEN GOET - How to determine your success KPIs in HR This is a great article by Patrick Coolen’s erstwhile colleague and successor as Head of People Analytics at ABN Amro, Jaap Veldkamp. In the article, Jaap – together with Heleen Goet – outline the process followed at ABN Amro for establishing a clear link between each HR service and its impact on business outcomes. It outlines a ‘define your success’ workshop conducted between the people analytics team and HR at the bank to link each service to output and outcomes (see example in FIG 5). The article also outlines two benefits of this approach: (1) It leads to better collaboration between various teams in HR. (2) It magnifies the broader advisory role of people analytics. FIG 5: Source: Jaap Veldkamp and Heleen Goet NAOMI VERGHESE AND DAVID GREEN - The Importance of Ethics in People Analytics for Leading Companies Naomi Verghese and I explore the critical topic of ethics, which is one of the eight characteristics of Leading Companies in People Analytics identified in the recently published Insight222 People Analytics Trends study. In the article, Naomi and I outline three key practices on ethics adopted by Leading Companies in their people analytics work. (1) Strong Ethical Principles - including the development of an Ethics Charter, with an example from Jaap Veldkamp of ABN AMRO. (2) Open Communication – including the ‘Fair Exchange of Value’, with a contribution from Dawn Klinghoffer on the importance of communicating value to employees. (3) Ethics Oversight – including the institution of an ethics and privacy council (see FIG 6). The “Fair Exchange of Value” is a key mantra for people analytics teams. If employees understand how their data will be used and see the benefit, it is far more likely that they will contribute data. FIG 6: Ethics and Privacy council for people analytics (Source: Excellence in People Analytics by Jonathan Ferrar and David Green) TOM REDMAN AND TOM DAVENPORT - The Rise of Connector Roles in Data Science In our research at Insight222, one of the characteristics of Leading Companies is that they invest in three key skills in their people analytics team: consultants, data scientists and behavioural scientists. In their article, Tom Redman and Tom Davenport outline the role of connectors, who bridge the organisational gaps that often thwart success with data science projects, and whose key responsibilities mirror many of those attributed to the people analytics consultant in the Insight222 Operating Model. These include: (1) Framing the problem to be solved. (2) Translating between business and technical people. (3) Communicating requirements, progress, and issues within the team. (4) Keeping track of progress toward the overall goal of deployment and organisational change when nobody else sees the big picture. The article outlines how connectors close the gap, provides guidance on how to manage connectors, and provides examples of what companies are trying in this area. Connectors help senior business leaders understand both the potential and challenges of data science, help data science leaders understand the top problems facing the business, and establish a portfolio of data science projects that aligns with business needs. BEN TEUSCH - An incomplete starter's guide to attrition metrics | SARA TIEW - Thriving Together: A Year on UOB's Culture Transformation Journey | JACKSON ROATCH – Lessons from Sports Analytics | LYDIA WU - HR in 2024: A Practitioner’s View | MATTHEW HAMILTON - How data quality is like a DIY haircut November has seen a number of articles written by current and recent people analytics leaders, which typically act as a spur and inspiration for the field. Five are highlighted here: (1) Ben Teusch, part of Meta’s people analytics team, provides a helpful to attrition metrics (see FIG 7). (2) Sara Tiew provides insights from UOB’s culture transformation journey over the last 12 months. (3) Jackson Roatch draws four lessons from sports analytics that we could look to apply in the “less perfect world” of people analytics. (4) Lydia Wu continues her prolific ‘Oops, did I think that out loud’ series by looking into her crystal ball to see what is in store for HR and people analytics in 2024. (5) The nearly as prolific Matthew Hamilton explains why the maxim of people assuming that the better the data quality, the better the analysis is often not correct. FIG 7: Source: Ben Teusch GENERATIVE AI AND THE FUTURE OF WORK PLACID JOVER - The Future of Work is Flexible In this article, Placid Jover, Chief Talent and Reward Officer, presents three innovations Unilever is making to embrace a move from owning to accessing talent. (1) The Skills Passport (“As companies jostle to build a complete picture of what they need and how to get there, we’re fast learning that the real currency is skills”). (2) The Internal Talent Marketplace (“We have already seen a 40% increase in productivity and a significant reduction in attrition directly linked to Flex Experiences”). (3) The Pixelated Workforce (“Breaking down work into its core elements or “pixels”, then dividing those up between permanent staff and contractors, with the AI recommending teams or individuals for missions based on how they work with others as well as how they perform”). For more from Placid, I recommend listening to this episode of the Digital HR Leaders podcast: How Unilever is Creating New Ways of Working for Its Employees. As companies jostle to build a complete picture of what they need and how to get there, we’re fast learning that the real currency is skills RICHARD FLORIDA, VLADISLAV BOUTENKO, ANTOINE VERTRANO, AND SARA SALOO – Rethinking Corporate Location Strategy: The Rise of the Meta City In their Harvard Business Review article, Richard Florida, Vladislav Boutenko, Antoine Vetrano, and Sara Nasir Saloo outline the structure and logic in where and how businesses locate their offices and compete for talent. Their research identifies the rise of a new type of city, the ‘Meta City,’ which combines elements of physical clustering with digital connectivity (see FIG 8). They argue that this makes location strategy even more important including corporate headquarters, innovation centres, and satellite offices — and more significantly, talent attraction and retention. A must-read for those involved in talent intelligence, hybrid work strategy and strategic workforce planning. FIG 8: Ranking the world’s Meta Cities (Source: Florida et al) PETER JOHN LAMBERT, NICHOLAS BLOOM, STEVEN DAVIS, STEPHEN HANSEN, YABRA MUVDI, RAFFAELLA SADUN, AND BLEDI TASKA - Research: The Growing Inequality of Who Gets to Work from Home Data is increasingly showing that there is a large and growing divide in terms of who gets to work from home. In their Harvard Business Review article, Peter John Lambert, Nick Bloom, Steven J. Davis, Stephen Hansen, Yabra Muvdi, Raffaella Sadun, and Bledi Taska, Ph.D. present research on job postings, which finds that remote work is far more common for higher paid roles, for roles that require more experience, for full-time work, and for roles that require more education. Managers should be aware of this divide, as it has the potential to create toxic dynamics within teams and to sap morale. For more from Nick Bloom, tune in to his conversation with me on the Digital HR Leaders podcast: Unmasking Common Myths Around Remote Work. FIG 9: Work-from-home opportunities are more common for highly-paid jobs (Source: Lambert, Bloom et al) RYAN ROSLANSKY - Talent Management in the Age of AI | GIANNI GIACOMELLI - Learning and Talent Management in the Age of AI | TOMAS CHAMORRO-PREMUZIC - 4 science-backed reasons AI is better at predicting your potential in a job | DAVID L. SHRIER, JULIAN EMANUEL, AND, MARC HARRIS – Is Your Job AI Resilient? | NADA R. SANDERS AND JOHN D. WOOD - The Skills Your Employees Need to Work Effectively with AI A key opportunity for HR in 2024 will be to prepare the organisation and HR for the age of AI. Here are five articles that support this imperative. (1) LinkedIn CEO Ryan Roslansky highlights three big shifts to support success a) redefine jobs as a collection of a skills and tasks, not titles, b) bring skills and workforce learning to the centre of talent management, and c) embrace AI to focus teams on human-to-human collaboration, and shares examples from IBM, Genpact, Unilever as well as LinkedIn. (2) Gianni Giacomelli provides more detail on the Genpact example cited by Ryan in his article explaining how they have connected internal mobility, learning, engagement and collaboration (see FIG 10). (3) The brilliant Dr Tomas Chamorro-Premuzic digs into the science to present four ways that AI is better at predicting potential including how AI can increase fairness and diversity. (4) David Shrier, Julian Emanuel, and Marc Harris outline their research on which jobs will be most affected by AI, including which stand to benefit the most from augmentation by AI (see FIG 11). (5) Nada Sanders and John Wood present findings from their research, which highlights two key areas of investment in skills related to AI: a) effective interpersonal skills, and 2) domain knowledge that can help workers get the most — and make the best decisions — when working with AI tools. FIG 10: Source – Gianni Giacomelli, Genpact FIG 11: AI Proficiency relative to human by cognitive task (Source: Shrier et al) THE EVOLUTION OF HR AND DATA DRIVEN CULTURE MARIE NEICU, JOAN BEETS, FRANK VAN DEN BRINK, BEAU HOES, AND EDIS PAJIC – Humanized Growth and Multistakeholder Value Creation: Perspectives from Chief Human Resources Officers| McKINSEY - How is the CHRO role changing? Two resources exploring perspectives from chief human resource officers and how the role is changing. Firstly, the KennedyFitch team of Maria Neicu, Joan Beets, Frank van den Brink, Beau Hoes, and Edis Pajic share the findings from structured interviews with 30 CHROs including Janine Vos, Katarina Berg, Paulo Pisano (also see episode of the Digital HR Leaders podcast with Paulo below), Mala S., and Loren I. Shuster. The report is framed around the concept of humanised growth, which is defined as: “Humanized Growth addresses the needs of all shareholders, consumers, colleagues, community and the capital Markets.” It explores the role of the people function as a strategic partner, how to harness technology for impact, how to advance diversity, equity and inclusion, and why humanised growth starts with the employee experience. The second article from McKinsey examines the evolution of the HR operating model, how CHROs are putting the ‘human’ back into human resources, how GenAI will affect the HR function, and how CHROs can build the leadership capabilities required for an agile transformation. WORKFORCE PLANNING, ORG DESIGN, AND SKILLS-BASED ORGANISATIONS RICHARD ROSENOW - The SOAPI Framework - A New Lens for Modern Workforce Planning Richard Rosenow is one of the best thinkers in our field and demonstrates it with his paper for One Model introducing his SOAPI framework for workforce planning. As he explains, it is a methodology that offers a structured method to break workforce planning into component parts. Each component represents a pillar, collectively forming the discipline of workforce planning. These are: (1) Strategy, (2) Operations (3) Analytics, (4) Planning, and (5) Intelligence. The paper breaks each of these down, and details what happens if one of these pillars is missing (see FIG 12). FIG 12: Source: Richard Rosenow, One Model SCOTT REIDA - Zero-based workforce planning with ChatGPT in Tableau A brilliant, practical, and open-source guide on zero-based workforce planning with inputs from ChatGPT and outputs in Tableau, which has been created by Scott Reida, a workforce strategist at AWS. Scott defines zero-based workforce planning as “A methodology that can shape how businesses align their human capital with organizational goals and enable a more cost-effective solution that gets closer to having the right people at the right time.” His article provides a step by step guide to creating a dashboard (available here) that utilises outputs from ChatGPT for demand and aligns them with the supply of FTEs, facilitating the understanding of capability gaps. FIG 13: Source: Scott Reida JEFF WILLIAMSON AND DONNCHA CARROLL - How to Start Smart With a Talent Marketplace Despite some of the hype, launching an internal talent marketplace can be a significant challenge for organisations. In this article, Jeffrey Williamson and Donncha Carroll share the journey to implementing a talent marketplace at Booz Allen and the key lessons learned with regards to user adoption and change management. The article outlines four lessons: (1) Bring on the gamification (gamifying learning and offering recognition and rewards to employees who invested in their own development). (2) Data goals must be relevant to individual career goals. (3) Even change management needs to change (see FIG 14). (4) Momentum, motivation, and measurement matter a great deal. FIG 14: Four Culture Challenges to Conquer with a Talent Marketplace (Source: Jeff Williamson and Donncha Carroll) BRIAN FISHER, MELBA GANT, VASILIS HATZOPOULOS, KATIE JENKINS, HEATHER RYAN, AND PETER STEVENSON - 2023/2024 skills snapshot survey report: Skills-powered practices, future pay and effectiveness Mercer’s fourth annual Skills Snapshot Survey has a wealth of insights and guidance that highlight the progress many companies are making to embrace platforms and data to action skills-based strategies. In the paper, the authors (Brian Fisher, Melba Gant, Vasilis Hatzopoulos, Katie Jenkins, ?Heather Ryan , and Peter Stevenson) outline the benefits of skills-based practices (see FIG 15), how to build a skills foundation, how to determine the frequency of skill assessment, how to tackle skills-based rewards programs, and provide five steps to building a skills-based talent strategy: (1) Build the business case. (2) Align the key performance indicators. (3) Design with the end in mind. (4) Prioritise change management. (5) Drive and sustain. Also features contributions from Amy Baxendale and Anshul Sheopuri. FIG 15: The benefits of skills-based practices (Source: Mercer) EMPLOYEE LISTENING, EMPLOYEE EXPERIENCE, AND EMPLOYEE WELLBEING NICK LYNN - Can you have high employee engagement and high turnover? Nick Lynn reveals that nearly 20% of companies have both high employee engagement and high turnover; and then provides a wealth of guidance on what you can do about it if that’s the case for your company. He breaks down employee engagement and although it can be related to retention, why it is different. Nick shares insightful research from the CIPD on the and WTW on the drivers of employee engagement and experience, with the latter providing analysis and guidance on the links between engagement, performance, and retention. The article highlights WTW research by angela paul and Stephen Young, where they segmented 350 companies according to both the level of employee engagement and the level of retention, comparing each to their respective industry average (see FIG 16), and how companies in the top right quadrant (‘Value Drive’) also have a performance advantage, delivering the best profits and growth (also see FIG 16). Finally, Nick outlines a three-step approach for companies in the Value Risk category: Understand — Prioritise — Spark Change. I also recommend subscribing to Nick’s equally insightful EX Leadership Newsletter. FIG 16: Source – WTW INDRANEEL BANERJEE, AVINASH CHANDRA DAS, JATIN PANT, AND SHIKHA SHARMA - Employee experience still matters: Talent retention at GCCs While focused on ways to improve employee retention at Global Capability Centres, the five actions to improve employee experience outlined by Indraneel 'Indy' Banerjee, Avinash Chandra Das, Jatin Pant, and Shikha Sharma in their article for McKinsey could be implemented in other business areas. The five actions are (1) Use personas and journeys to customise EX. (2) Reimagine the role of manager to emphasise coaching and mentorship (see FIG 17). (3) Find new ways to embed culture and values for a hybrid work environment. (4) Redesign the office for collaboration and connection. (5) Rethink the traditional workday. Executives should treat EX as seriously as CX by being more scientific and more tailored in their approach. FIG 17: The roles of manager need to be redesigned to focus more on coaching and mentoring (Source: McKinsey) LEADERSHIP AND CULTURE RAINER STRACK, SUSANNE DYRCHS, AND ALLISON BAILEY - Use Strategic Thinking to Create the Life You Want How can we apply the learnings from corporate strategy projects to our own lives? That’s the unlikely – but ultimately captivating – exam question tackled by BCG’s Rainer Strack, Dr. Susanne Dyrchs, and Allison Bailey in their absorbing Harvard Business Review article. The authors present the seven steps they typically use to conduct a corporate strategy project and show how these can be adapted to an individual (see FIG 18). They then describe each of the seven steps with insights and powerful visualisations, as well as demonstrating how to develop a personal life strategy and summarise it on a single page. File under must-read. FIG 18: From corporate strategy to life strategy (Source: Strack et al) MCKINSEY HEALTH INSTITUTE - Reframing employee health: Moving beyond burnout to holistic health Jacqui Brassey, PhD, MA, MAfN (née Schouten), Brad Herbig, Barbara Jeffery, and Drew Ungerman present the key findings from a recent McKinsey Health Institute study that offers insights into how leaders can help create a workplace that prioritises physical, mental, social, and spiritual health. Three standout findings are (1) Employees who had positive work experiences reported better holistic health, are more innovative at work, and have improved job performance. (2) For employees, good holistic health is most strongly predicted by workplace enablers, while burnout is strongly predicted by workplace demands (see FIG 19). (3) Organisational, team, job, and individual interventions that address demands and enablers can boost employee holistic health. FIG 19: Source: McKinsey Health Institute DIVERSITY, EQUITY, INCLUSION, AND BELONGING McKINSEY - Diversity matters even more: The case for holistic impact The fourth report in a McKinsey series stretching back to 2015, investigating the business case for diversity. The main takeaway is that the 2023 study finds that the business case is the strongest it has been yet with leadership diversity being convincingly associated with business performance, societal impact and employee experience (see FIG 20). The full 52 page report details case studies from the likes of IHG Hotels & Resorts, DHL Group, and Air New Zealand, as well as presenting five levers for change for moving from commitment to action. Kudos to the authors: Dame Vivian Hunt, Sundiatu Dixon-Fyle, Celia Huber, Maria del Mar Martinez, Sara Prince, and Ashley Thomas. FIG 20: The business case for diversity on executive teams and financial outperformance (Source: McKinsey) HR TECH VOICES Much of the innovation in the field continues to be driven by the vendor community, and I’ve picked out a few resources from December that I recommend readers delve into: ERNEST NG - What Matters Now: Embracing the New Era of Disclosures for All HR Technology Stakeholders – Ernest Ng, PhD of HiredScore explains why disclosure is a critical tool to maintain trust and legitimacy across four areas (1) Employer Disclosure with Candidates/Employees. (2) Solution Provider Disclosures to the Buyer. (3) Organisational Disclosures to the Government. (4) Industry Analysts with Consumers – the latter is one, I’d personally like to see more of us talking about as we head into 2024. JAMAL MAZYCK - How Employee Resource Groups help build a culture of belonging - Jamal Evan Mazyck, Ed.D provides insights from Atlassian’s journey in building Employee Resource Groups, and how they engender a sense of belonging: “It’s not enough to recruit talent from underrepresented groups and give them equal access to opportunities; once they’re in the door, these employees need to feel that they belong.” STEVE HUNT - The Skills Management Revolution: one-year, two-year, and three-year predictions – SAP’s Steve Hunt breaks down skills management in his article, which covers what it is, why it’s important, the three ontologies companies are building with skills management solutions (labour market, organisational and employee/candidate/contractor), and a one, two, and three year outlook on how these solutions will reshape the nature of work and organisations. FIG 21: Source – Steve Hunt FRANCISCO MARIN - Reducing Employee Attrition with ONA: A Case Study from a European IT Company - Francisco Marin from Cognitive Talent Solutions presents a case study of a European IT company to showcase how ONA can be used to help predict and mitigate attrition, ultimately leading to a more stable and productive workforce. PHIL ARKCOLL - Developer Experience: The Developer Centric Approach to Productivity - Another great read from Philip Arkcoll of Worklytics. This time Phil outlines how by using active and passive listening with the objective of working to improve the developer experience, organisations can get developer buy in, boost productivity and attract top technical talent. FIG 22: Source – Phil Arkcoll, Worklytics 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): JASON AVERBOOK - Generative AI: Revolutionizing the Employee Experience - In this episode of the Mercer | Leapgen AI-volution: Redefining HR podcast, Jason Averbook explores the transformative power of generative AI in shaping the future of employee experience. AARON DE SMET, ANGELIKA REICH, ROBERTA FUSARO, AND LUCIA RAHILLY - Who is productive, and who isn’t? Here’s how to tell - In an episode of The McKinsey Podcast, Aaron De Smet and Angelika Reich talk to hosts Roberta Fusaro and Lucia Rahilly about their latest research on employee productivity. KAYE SLAY, VANDANA BHAGTANI, STACIA GARR, AND DANI JOHNSON - Narrowing Scope & Purpose to Ease the Transition to a Skills-Based Organization – Another great episode of RedThread Research’s Workplace Stories podcast where Vandana Bhagtani and Kaye Slay-Pruitt, UXC share with Stacia Sherman Garr and Dani Johnson how they’ve worked together to develop a strategy for transitioning Hewlett Packard Enterprise to a skills-based organisation. DOUG SHAGAM, COLE NAPPER, AND SCOTT HINES - People Analytics at J&J & Playing Drums – Doug Shagam joins Cole Napper and Scott Hines, PhD on the Directionally Correct podcast to discuss some of the great work the J&J team is doing in people analytics. VIDEO OF THE MONTH AMY EDMONDSON, ADAM GRANT, AND DES DEARLOVE - Decoding failure, debunking feedback, & harnessing learning for success A fascinating conversation with Amy Edmondson and Adam Grant, who have just been recognised as #1 and #2 respectively on the prestigious Thinkers50 list of management thinkers. In the discussion with Des Dearlove, Amy and Adam discuss how to manage (and maximise learning from) failure and how to unlock hidden potential (it’s not about where you start; it's how far you can go). BOOK OF THE MONTH KATE BRAVERY, ILYA BONIC, AND KAI ANDERSON - Work Different: 10 Truths for Winning in the People Age I'm currently reading the recently published book by Kate Bravery, Ilya Bonic, and Kai Anderson, which is based around 10 'truths' that are shaping the world of work. Three of the truths are: (1) Purpose rules and empathy wins. (2) Intelligence is getting amplified. (3) Skills are the real currency of work. Packed with insights, guidance, and examples, the book should be an indispensable resource for executives, managers, board members, human resources professionals, and other business leaders. FROM MY DESK December saw the final four episodes of Series 35 of the Digital HR Leaders podcast, sponsored by our friends at HiBob . Thank you to Louis Gordon . MADELINE LAURANO - How to Buy HR Tech and Use It Effectively – Top industry analyst Madeline Laurano joins me to discuss the key themes on HR Tech in 2023, and what lies ahead in 2024 (see video below). SARAH REYNOLDS - A CMO's Approach to Mastering Pay Transparency – HiBob’s Sarah Reynolds joins me to discuss the intersection of HR and marketing, the business benefits of pay transparency and its importance for DEIB. PAULO PISANO - Booking.com’s 360-Degree View of Employee Experience – In our conversation, Paulo Pisano, Chief People Officer, outlines how Booking leverages data to enhance employee experience, streamline talent management across its international operations, and ensure that its workforce strategies are both effective and adaptable in a constantly changing business environment. HEBBA YOUSSEF - Navigating HR Tech Triumphs & Avoiding Failures – Hebba Youssef, Chief People Officer at Workweek joins me to discuss the common pitfalls of implementing HR technology and strategies for success. THANK YOU Finally, this month I’d like to thank: Abhilash Bodanapu for hosting me for lunch during my trip to Bangalore (see here) – it was wonderful to learn more about the people analytics journey bat Capgemini Raja Sengupta (see here) for such a wonderful discussion on people analytics in Bangalore. It was wonderful to finally meet in person! Geraldine Woloch-Addamine for including me in her list of Four Inspiring Voices on LinkedIn – it is humbling to be included in the same list as Amy, Adam, and Dave Teamflect for including me in their list of 18 HR Influencers to Follow Lanteria HR for including in their list of 10 favourite HR leaders of 2023 Dariush Franczak for including the November edition of the Data Driven HR Monthly in his list of HR resources Thinkers360 for including the Digital HR Leaders podcast in their comprehensive list of 125 Podcasts from Thinkers360 Thought Leaders CollectiveHR for including the Digital HR Leaders podcast with Nick Dalton in one of their Content of the Week collections The prolific Esther Abraas for including the Digital HR Leaders podcast episode with Laura Wright Shubert in her collection of resources on strategic workforce planning ___________________________________________________________________ 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.
    Culture Amp
    2023年12月24日