On May 28, 2016, Tom Haak of the HR Trend Institute conducted a workshop at the HR Innovation Day in Leipzig. Title: HR Analytics - Danger or New Perspective for HRM. This pack contains the slides he brought with him (of which he used a selection)
Case Study: Building a Culture of Analytics in HR at MicronHuman Capital Media
Supporting 30,000 employees worldwide, the Workforce Information team at Micron Technology Inc. has a clear vision: When someone thinks of analytics at Micron, they want that person to think of HR. For most companies today, that seems a tall order to fulfill. And with Micron’s highly technical staff of more than 10,000 engineers, it was a particularly bold aspiration. Over the past two years Micron’s Workforce Information team, working within the HR department, has made significant progress in achieving that goal.
Since implementing Visier Workforce Analytics in late 2013, Micron’s Workforce Information team has rolled out self-service analytics to more than 150 HR leaders and business partners and more than 800 business-area managers globally. As a result, Micron is uncovering new workforce insights that can be used to make decisions that are closely linked to business performance.
For more than 30 years, Micron’s teams of dreamers, visionaries and scientists have redefined innovation — designing and building some of the world’s most advanced memory and semiconductor technologies.
Join 2014 Brandon Hall Excellence in Technology award-winner Tim Long, director of Workforce Information at Micron, as he discusses his team’s journey in enabling HR to “demand evidence and think critically.”
Long will share his team’s experience:
Developing global standards for workforce data.
Implementing a highly scalable solution for workforce analytics on demand.
Fostering a data-driven culture within HR.
Leveraging workforce analytics in HR processes, such as compensation reviews..
Speaker:
Tim Long - Director of Workforce Information Micron Technology INC.
As the director of Workforce Information at Micron Technology Inc., Tim Long leads a team of business intelligence engineers, analysts and data scientists to create insight from workforce data. Long’s team supports Micron’s strategic commitment to data-driven decision making helping to inform people decisions with sound analytics. Long holds a bachelor’s degree in mechanical engineering from the University of Wyoming and a master’s degree in business analytics from New York University’s Stern School of Business
More than ever, as HR organizations strive to enhance both their business alignment and impact, decision support is becoming a key attribute of High Impact HR organizations. While many organizations struggle with how to make this happen, Bersin & Associates will present its research and a common-sense approach to building and maintaining a capability that both informs and drives business decision making. Participants will gain an understanding through a state-of-the-industry view of:
The importance and impact of quality HR measurement on talent and business outcomes.
How analytics helps address critical talent challenges organizations face today.
How to evolve and mature your analytics capability.
How current technologies can be readily leveraged to build an analytics capability that enhances both the prioritization and outcome achievement of your human capital initiatives.
It is increasingly difficult for leaders to earn respect, trust and loyalty if they do not bring results. The focus has to return to good management, results and responsibility. Evidence-based HR provides HR with the means to build credibility & capability.
The Datafication of HR: Graduating from Metrics to AnalyticsVisier
Datafication is a new term used to describe the process of turning an existing business into a “data business.” In HR it refers to our increasing ability to use Talent Analytics to understand more and more about our people, HR practices and processes, and external demographics.
Global competition for talent, outsourcing labor, compliance legislation, remote workers, aging populations – these are just a few of the daunting challenges faced by HR organizations today. Yet the most commonly monitored workforce metrics do very little to deliver true insight into these topics. Leaders need to graduate from metrics to analytics, surfacing the important connections and patterns in their data to make better workforce decisions.
Learn the difference between metrics and analytics, as well as key analytics and their values in these core areas:
Recruiting Effectiveness
Performance
Talent Retention
Employee Movement
Total Rewards
The challenges in today’s business environment require new approaches to remain competitive in an ever-shrinking world of global competition. By graduating from metrics to analytics, HR professionals and leaders can better understand the contributing factors that are impacting their organization, and take the right actions to implement programs that will provide a true competitive advantage.
View the full webinar recording here:
http://www.visier.com/lp/the-datafication-of-hr-graduating-from-metrics-to-analytics/
Download the companion white paper here:
http://www.visier.com/lp/wp-datafication-of-hr/
Hr analytics, insights and implementation forum apac 2016Jayesh Menon
How to break resistance, and get HR to embrace meaningful data analytics. Removing the phobia of data and making HR business partners true champions of translating data into insights. How visualizations help in storytelling.
HR Analytics and KPIs with LBi HR HelpDeskLBi Software
A well-designed and mature HR Case Management solution can provide great value through powerful analytics.
By delivering HR Help Desk Key Performance Indicators (KPI) in a graphical Executive Dashboard format, senior management will have the right information at their fingertips, in real time and with pain points clearly and visually presented, to make the critical decisions necessary to maximize organizational performance.
We will also show how this valuable data can enhance other KPI tools such as Balanced Scorecard analytics. Find out why Big Data analytics is truly a necessity to succeed in today's highly competitive business climate!
We will discuss and demonstrate how LBi HR Help Desk analytics can transform your organization by providing a keen understanding of your workforce dynamics, including exposure to general employee attitudes, management issues, festering labor disputes, and other workplace concerns that can impact productivity
Case Study: Building a Culture of Analytics in HR at MicronHuman Capital Media
Supporting 30,000 employees worldwide, the Workforce Information team at Micron Technology Inc. has a clear vision: When someone thinks of analytics at Micron, they want that person to think of HR. For most companies today, that seems a tall order to fulfill. And with Micron’s highly technical staff of more than 10,000 engineers, it was a particularly bold aspiration. Over the past two years Micron’s Workforce Information team, working within the HR department, has made significant progress in achieving that goal.
Since implementing Visier Workforce Analytics in late 2013, Micron’s Workforce Information team has rolled out self-service analytics to more than 150 HR leaders and business partners and more than 800 business-area managers globally. As a result, Micron is uncovering new workforce insights that can be used to make decisions that are closely linked to business performance.
For more than 30 years, Micron’s teams of dreamers, visionaries and scientists have redefined innovation — designing and building some of the world’s most advanced memory and semiconductor technologies.
Join 2014 Brandon Hall Excellence in Technology award-winner Tim Long, director of Workforce Information at Micron, as he discusses his team’s journey in enabling HR to “demand evidence and think critically.”
Long will share his team’s experience:
Developing global standards for workforce data.
Implementing a highly scalable solution for workforce analytics on demand.
Fostering a data-driven culture within HR.
Leveraging workforce analytics in HR processes, such as compensation reviews..
Speaker:
Tim Long - Director of Workforce Information Micron Technology INC.
As the director of Workforce Information at Micron Technology Inc., Tim Long leads a team of business intelligence engineers, analysts and data scientists to create insight from workforce data. Long’s team supports Micron’s strategic commitment to data-driven decision making helping to inform people decisions with sound analytics. Long holds a bachelor’s degree in mechanical engineering from the University of Wyoming and a master’s degree in business analytics from New York University’s Stern School of Business
More than ever, as HR organizations strive to enhance both their business alignment and impact, decision support is becoming a key attribute of High Impact HR organizations. While many organizations struggle with how to make this happen, Bersin & Associates will present its research and a common-sense approach to building and maintaining a capability that both informs and drives business decision making. Participants will gain an understanding through a state-of-the-industry view of:
The importance and impact of quality HR measurement on talent and business outcomes.
How analytics helps address critical talent challenges organizations face today.
How to evolve and mature your analytics capability.
How current technologies can be readily leveraged to build an analytics capability that enhances both the prioritization and outcome achievement of your human capital initiatives.
It is increasingly difficult for leaders to earn respect, trust and loyalty if they do not bring results. The focus has to return to good management, results and responsibility. Evidence-based HR provides HR with the means to build credibility & capability.
The Datafication of HR: Graduating from Metrics to AnalyticsVisier
Datafication is a new term used to describe the process of turning an existing business into a “data business.” In HR it refers to our increasing ability to use Talent Analytics to understand more and more about our people, HR practices and processes, and external demographics.
Global competition for talent, outsourcing labor, compliance legislation, remote workers, aging populations – these are just a few of the daunting challenges faced by HR organizations today. Yet the most commonly monitored workforce metrics do very little to deliver true insight into these topics. Leaders need to graduate from metrics to analytics, surfacing the important connections and patterns in their data to make better workforce decisions.
Learn the difference between metrics and analytics, as well as key analytics and their values in these core areas:
Recruiting Effectiveness
Performance
Talent Retention
Employee Movement
Total Rewards
The challenges in today’s business environment require new approaches to remain competitive in an ever-shrinking world of global competition. By graduating from metrics to analytics, HR professionals and leaders can better understand the contributing factors that are impacting their organization, and take the right actions to implement programs that will provide a true competitive advantage.
View the full webinar recording here:
http://www.visier.com/lp/the-datafication-of-hr-graduating-from-metrics-to-analytics/
Download the companion white paper here:
http://www.visier.com/lp/wp-datafication-of-hr/
Hr analytics, insights and implementation forum apac 2016Jayesh Menon
How to break resistance, and get HR to embrace meaningful data analytics. Removing the phobia of data and making HR business partners true champions of translating data into insights. How visualizations help in storytelling.
HR Analytics and KPIs with LBi HR HelpDeskLBi Software
A well-designed and mature HR Case Management solution can provide great value through powerful analytics.
By delivering HR Help Desk Key Performance Indicators (KPI) in a graphical Executive Dashboard format, senior management will have the right information at their fingertips, in real time and with pain points clearly and visually presented, to make the critical decisions necessary to maximize organizational performance.
We will also show how this valuable data can enhance other KPI tools such as Balanced Scorecard analytics. Find out why Big Data analytics is truly a necessity to succeed in today's highly competitive business climate!
We will discuss and demonstrate how LBi HR Help Desk analytics can transform your organization by providing a keen understanding of your workforce dynamics, including exposure to general employee attitudes, management issues, festering labor disputes, and other workplace concerns that can impact productivity
People Analytics: State of the Market - Top Ten ListJosh Bersin
What are the "Top Ten" trends in People Analytics? This presentation reviews the research and discusses how you should prepare for this exciting and fast growing but emerging market.
Hiring in a Candidate Driven Market: People, HR & AnalyticsAggregage
HR analytics empower organizations to use employee data to make better working decisions and improve performance in areas such as attracting top talent, accurately forecasting future staffing needs, and improving employee satisfaction. Join us to learn how to empower your organization to align metrics with strategic business goals, using HR analytics.
Hiring in a Candidate Driven Market: People, HR & AnalyticsShelley Reece
HR analytics empower organizations to use employee data to make better working decisions and improve performance in areas such as attracting top talent, accurately forecasting future staffing needs, and improving employee satisfaction. Join us to learn how to empower your organization to align metrics with strategic business goals, using HR analytics.
The Top HR Stories to Tell with Data: Templates that Wow Business LeadersVisier
The “datafication of HR” is one of 2014′s hottest topics, with 91% of organizations aspiring to move from reactive or operational reporting to proactive workforce analytics over the next 24 months. Indeed, “experience with workforce analytics” has become a sought-after line item on HR professionals’ resumes.
What is driving the “datafication” of HR? A growing number of corporate boards, CEOs, and CHROs understand that by applying data-driven solutions to improve decisions about talent, they can improve revenues and profits. Really, if you can measure real impactful aspects of the people in your organization and make intended changes, you can get the impact in terms of real business results. More than ever before, HR can play a critical role in driving business performance.
View the full webinar recording here:
http://www.visier.com/lp/top-10-hr-stories-with-data/
The leaders of LinkedIn’s People Analytics team, Lorenzo Canlas and Will Gaker, walk through what people analytics is, how it’s growing & evolving, and how you can build your own people analytics function today. Check out their keynote presentation from the Wharton People Analytics Conference in April 2015.
Learn more about people analytics and data-driven recruiting: http://linkd.in/1KJMC8D
People Analytics: Improving the Employee Experience and ProductivityDr Susan Entwisle
It is true today more than any point in history that talent is a company’s greatest asset. To thrive in our hyper competitive global economy, companies need the right talent to deliver exceptional customer experiences efficiently with minimal risk. Traditionally, Human Resource teams have made decisions on hiring, assigning and developing employees using experience, instinct, and basic statistical data. The same advanced analytics and machine learning techniques we use to improve the customer experience are now being used for our people. People analytics provides insights and enables better and faster data-driven decision making across all aspects of people at work.
Topics covered in this presentation include:
How analytics has changed the customer experience.
Current state of employee engagement and its impact.
Limitations of cognitive decision making process.
What is people analytics?
How companies are using people analytics today?
Challenges in adoption of people analytics.
Guidance to get started on people analytics journey.
“Where the Rubber Meets the Road: Applying HR Technology to Solve Real-world Problems,” from LBi Software, brings the insight and wisdom of seven of HR's most recognized thought leaders to one topic: how to use today's powerful HR technology to focus on the people in your organization and become a more strategic business partner.
Our engaging e-book draws on the experience and knowledge of some of the most recognized thought leaders in HR today, including Steve Boese (HR Technology Conference & Expo), Ron Thomas (Human Capital Institute), Lisa Rosendahl (WomenofHR.com), Robin Schooling (HR Schoolhouse.com) and Matt Stollak (True Faith HR).
This e-book gives you succinct and revealing insight into how HR can better understand and rise to daily challenges, such as:
-Assuming too much about what employees think and feel.
-Meeting the increasing demand for workforce transparency and accuracy.
-Understanding the essential characteristics of employees, beyond job skills and goals
-Building your rewards program on your organization's culture
-Adapting to cultural developments and trends
-Using social media to assess the employee experience
-Embracing data to prove HR effectiveness
-Getting real-world use out of the newest HR technology
Data Science and Analytics in Human Resources - Moneyball comes to HRJosh Bersin
Latest research on the imbalance in employment and the need for data science and assessment science in HR. Applies the concepts of the book Moneyball to HR.
Crafting a talent analytics function and building strategic partnershipWilliam Gaker
Talent analytics is quickly becoming a core HR function for many companies, but many are still just getting started building their own analytics teams. While there are many promising technologies and research methods available, many HR leaders are wondering where to get started, where to focus, and how to impact the business with insight from analytics. What does success look like? How do we build credibility while also improving our ability to answer complex, strategic questions? How do we realize our vision of using analytics to make HR a strategic business partner? Two years ago at LinkedIn, we were asking ourselves these same questions and have a learned a great deal along the way. The focus of this webinar is to share our journey in building a talent analytics function, discuss the purpose of the field, and communicate some guiding principles for building a talent analytics function at your company.
On November 30, 2015, Tom Haak of the HR Trend Institute facilitated a workshop with the global HR team of Perfetti van Melle. These are the pictures he used.
People Analytics: State of the Market - Top Ten ListJosh Bersin
What are the "Top Ten" trends in People Analytics? This presentation reviews the research and discusses how you should prepare for this exciting and fast growing but emerging market.
Hiring in a Candidate Driven Market: People, HR & AnalyticsAggregage
HR analytics empower organizations to use employee data to make better working decisions and improve performance in areas such as attracting top talent, accurately forecasting future staffing needs, and improving employee satisfaction. Join us to learn how to empower your organization to align metrics with strategic business goals, using HR analytics.
Hiring in a Candidate Driven Market: People, HR & AnalyticsShelley Reece
HR analytics empower organizations to use employee data to make better working decisions and improve performance in areas such as attracting top talent, accurately forecasting future staffing needs, and improving employee satisfaction. Join us to learn how to empower your organization to align metrics with strategic business goals, using HR analytics.
The Top HR Stories to Tell with Data: Templates that Wow Business LeadersVisier
The “datafication of HR” is one of 2014′s hottest topics, with 91% of organizations aspiring to move from reactive or operational reporting to proactive workforce analytics over the next 24 months. Indeed, “experience with workforce analytics” has become a sought-after line item on HR professionals’ resumes.
What is driving the “datafication” of HR? A growing number of corporate boards, CEOs, and CHROs understand that by applying data-driven solutions to improve decisions about talent, they can improve revenues and profits. Really, if you can measure real impactful aspects of the people in your organization and make intended changes, you can get the impact in terms of real business results. More than ever before, HR can play a critical role in driving business performance.
View the full webinar recording here:
http://www.visier.com/lp/top-10-hr-stories-with-data/
The leaders of LinkedIn’s People Analytics team, Lorenzo Canlas and Will Gaker, walk through what people analytics is, how it’s growing & evolving, and how you can build your own people analytics function today. Check out their keynote presentation from the Wharton People Analytics Conference in April 2015.
Learn more about people analytics and data-driven recruiting: http://linkd.in/1KJMC8D
People Analytics: Improving the Employee Experience and ProductivityDr Susan Entwisle
It is true today more than any point in history that talent is a company’s greatest asset. To thrive in our hyper competitive global economy, companies need the right talent to deliver exceptional customer experiences efficiently with minimal risk. Traditionally, Human Resource teams have made decisions on hiring, assigning and developing employees using experience, instinct, and basic statistical data. The same advanced analytics and machine learning techniques we use to improve the customer experience are now being used for our people. People analytics provides insights and enables better and faster data-driven decision making across all aspects of people at work.
Topics covered in this presentation include:
How analytics has changed the customer experience.
Current state of employee engagement and its impact.
Limitations of cognitive decision making process.
What is people analytics?
How companies are using people analytics today?
Challenges in adoption of people analytics.
Guidance to get started on people analytics journey.
“Where the Rubber Meets the Road: Applying HR Technology to Solve Real-world Problems,” from LBi Software, brings the insight and wisdom of seven of HR's most recognized thought leaders to one topic: how to use today's powerful HR technology to focus on the people in your organization and become a more strategic business partner.
Our engaging e-book draws on the experience and knowledge of some of the most recognized thought leaders in HR today, including Steve Boese (HR Technology Conference & Expo), Ron Thomas (Human Capital Institute), Lisa Rosendahl (WomenofHR.com), Robin Schooling (HR Schoolhouse.com) and Matt Stollak (True Faith HR).
This e-book gives you succinct and revealing insight into how HR can better understand and rise to daily challenges, such as:
-Assuming too much about what employees think and feel.
-Meeting the increasing demand for workforce transparency and accuracy.
-Understanding the essential characteristics of employees, beyond job skills and goals
-Building your rewards program on your organization's culture
-Adapting to cultural developments and trends
-Using social media to assess the employee experience
-Embracing data to prove HR effectiveness
-Getting real-world use out of the newest HR technology
Data Science and Analytics in Human Resources - Moneyball comes to HRJosh Bersin
Latest research on the imbalance in employment and the need for data science and assessment science in HR. Applies the concepts of the book Moneyball to HR.
Crafting a talent analytics function and building strategic partnershipWilliam Gaker
Talent analytics is quickly becoming a core HR function for many companies, but many are still just getting started building their own analytics teams. While there are many promising technologies and research methods available, many HR leaders are wondering where to get started, where to focus, and how to impact the business with insight from analytics. What does success look like? How do we build credibility while also improving our ability to answer complex, strategic questions? How do we realize our vision of using analytics to make HR a strategic business partner? Two years ago at LinkedIn, we were asking ourselves these same questions and have a learned a great deal along the way. The focus of this webinar is to share our journey in building a talent analytics function, discuss the purpose of the field, and communicate some guiding principles for building a talent analytics function at your company.
On November 30, 2015, Tom Haak of the HR Trend Institute facilitated a workshop with the global HR team of Perfetti van Melle. These are the pictures he used.
On December 15, 2016, Tom Haak of The HR Trend Institute, gave a presentation at a workshop for the HR team of Zorgbalans Haarlem. These are the slides he used.
On January 26, 2016, Tom Haak of the HR Trend Institute conducted a workshop with the global HR team of Ampelmann (ampelmann.nl). These are the slides he used.
On November 3, 2016, Tom Haak of the HR Trend Institute conducted a workshop focused on increasing the impact of HR by making use of current trends, for a client in The Hague. These are the slides he used
On May 19, 2016, Tom Haak of the HR Trend Institute gave a presentation for the European Labor & Employment Conference 2016, of Jones Day in Paris. These are the slides he used
On April 20, 2016, Tom Haak of the HR Trend Institute/ Crunchr gave a presentation to the "HR Strategy" program ("HR Strateeg") of AOG, in Groningen. These are the slides he used as illustration.
On March 12, 2018, Tom Haak of the HR Trend Institute gave a presentation to the ADEO HR leadership team, as part of their strategic learning journey. These are the slides he used.
On november 6, 2015, Tom Haak of the HR Trend Institute gave a short presentation on Innovations in HR at the HR Transformation Network (a network of CHRO's from international organisations). these are some of the pictures he used.
On March 21, 2017, Tom Haak of the HR Trend Institute, gave a lecture for students of the MITO minor, at the University of Applied Sciences, Amsterdam. These are the slides he used.
On January 12, 2018, Tom Haak of the HR Trend Institute (https://hrtrendinstitute.com) gave a presentation at HR Innovation Day 2018, of the HR Network Curacao. These are the slides he used.
On November 24, 2016, Tom Haak of the HR Trend Institute, gave a presentation about HR Trends to students of the University of Applied Sciences Utrecht. These are the slides he used.
On October 11, 2016, Tom Haak of the HR Trend Institute gave a lecture on HR Trends for the students of the minor Managing International Teams and Organisations of the University of Applied Sciences in Amsterdam. These are the slides he used.
Themakoffer TotaalTalent (Theme Suitcase Total Talent) Tom Haak
On November 19, 2015, Tom Haak of The HR Trend Institute, gave a presentation on trends in talent management at a meet-up of HR2020 (HR2020Live). He also tested a prototype of the Theme Suitcase Total Talent. These are the pictures he used during his presentation.
On November 30, 2017, Tom Haak, Director of the HR Trend Institute (https://hrtrendinstitute.com) gave a presentation for Ja! HRM specialisten. These are the slides he used.
On December 21, 2017, Tom Haak of the HR Trend Institute (https://hrtrendinstitute.com) gave a presentation to the global HR leadership team of ABN AMRO bank. These are the slides he used.
Similar to Hr Analytics: Danger or New Perspective for HRM (20)
On December 8 and 10, 2020, Tom Haak of the HR Trend Institute (https://hrtrendinstitute.com) gave a presentation in the Future of Work program. These are the slides he used.
On June 16 2020, Tom Haak of the HR Trend Institute (https://hrtrendinstitute.com) conducted a webinar for Zimbabwean HR professionals and others. These are the slides he used.
On May 6, 2020, Tom Haak of the HR Trend Institute (https://hrtrendinstitute.com) gave an online presentation for Indian HR professionals, in a webinar organised by the Best of HR Forum (https://bestofhr.in). These are the slides he used.
On March 10, 2020, Tom Haak of the HR Trend Institute (https://hrtrendinstitute.com) gave a presentation at Nyenrode University. These are the slides he used.
HR Trends: Challenges and Opportunities for 2020Tom Haak
On February 20, 2020, Tom Haak of the HR Trend Institute (https://hrtrendinstitute.com) gave a presentation at a client meeting of Valamis. The are the slides he used.
On December 1, 2020, Tom Haak of the HR Trend Institute (https://hrtrendinstitute.com) gave a keynote at the Winter Island conference in Sochi, Russia. These are the slides he used.
On February 11, 2020, Tom Haak of the HR Trend Institute (https://hrtrendinstitute.com) gave a presentation at Vlerick Business School in Brussels. These are the slides he used.
On November 8, 2019, Tom Haak of the HR Trend Institute (https://hrtrendinstitute.com) conducted a workshop for the HR Team of Luminor in Riga. These ar the slides he used.
On November 7, 2019, Tom Haak of the HR Trend Institute (https://hrtrendinstitute.com) conducted a masterclass as part of the Future of Work Program. These are the slides he used.
Using HR Tech to improve the Employee ExperienceTom Haak
On November 6, 2019, Tom Haak of the HR Trend Institute (https://hrtrendinstitute.com) conducted a webinar as part of the HR Fokus Konferenz. These are the slides he used.
On October 31, 2019, Tom Haak of the HR Trend Institute (https://hrtrendinstitute.com) gave a presentation to the European HR team of HP CDS. These are the slides he used.
On October 26, 2019, Tom Haak of the HR Trend Institute (https://hrtrendinstitute.com) gave a presentation for the Controllers Pool of the UWV in Amsterdam. These are the slides he used.
On September 18, 2019, Tom Haak of the HR Trend Institute (https://hrtrendinstitute.com) gave a presentation at Zukunft Personal Europe, about Recruitment Tech. These are the slides he used.
On October 16, 2019, Tom Haak of the HR Trend Institute (https://hrtrendinstitute.com) gave a presentation at the HRcoreACADEMY in Amsterdam. These are the slides he used.
On October 14, 2019, Tom Haak of the HR Trend Institute gave a presentation to the HR team of the University of Applied Sciences Utrecht. These are the slides he used.
On 11 October 2019 Tom Haak of the HR Trend Institute gave a workshop (in Dutch) for interim professionals of RVDB Amsterdam. These were the slides he used.
On October 10, 2019, Tom Haak of the HR Trend Institute (https://hrtrendinstitute) gave a presentation at the HR Week in Vilnius, Lithuania. These are the slides he used.
On October 9, 2019, Tom Haak of the HR Trend Institute (https://hrtrendinstitute.com) have a presentation at HR Dagarnes 2019 in Stockholm. These are the slides he used.
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Subhajit Sahu
Abstract — Levelwise PageRank is an alternative method of PageRank computation which decomposes the input graph into a directed acyclic block-graph of strongly connected components, and processes them in topological order, one level at a time. This enables calculation for ranks in a distributed fashion without per-iteration communication, unlike the standard method where all vertices are processed in each iteration. It however comes with a precondition of the absence of dead ends in the input graph. Here, the native non-distributed performance of Levelwise PageRank was compared against Monolithic PageRank on a CPU as well as a GPU. To ensure a fair comparison, Monolithic PageRank was also performed on a graph where vertices were split by components. Results indicate that Levelwise PageRank is about as fast as Monolithic PageRank on the CPU, but quite a bit slower on the GPU. Slowdown on the GPU is likely caused by a large submission of small workloads, and expected to be non-issue when the computation is performed on massive graphs.
Adjusting primitives for graph : SHORT REPORT / NOTESSubhajit Sahu
Graph algorithms, like PageRank Compressed Sparse Row (CSR) is an adjacency-list based graph representation that is
Multiply with different modes (map)
1. Performance of sequential execution based vs OpenMP based vector multiply.
2. Comparing various launch configs for CUDA based vector multiply.
Sum with different storage types (reduce)
1. Performance of vector element sum using float vs bfloat16 as the storage type.
Sum with different modes (reduce)
1. Performance of sequential execution based vs OpenMP based vector element sum.
2. Performance of memcpy vs in-place based CUDA based vector element sum.
3. Comparing various launch configs for CUDA based vector element sum (memcpy).
4. Comparing various launch configs for CUDA based vector element sum (in-place).
Sum with in-place strategies of CUDA mode (reduce)
1. Comparing various launch configs for CUDA based vector element sum (in-place).
Show drafts
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Empowering the Data Analytics Ecosystem: A Laser Focus on Value
The data analytics ecosystem thrives when every component functions at its peak, unlocking the true potential of data. Here's a laser focus on key areas for an empowered ecosystem:
1. Democratize Access, Not Data:
Granular Access Controls: Provide users with self-service tools tailored to their specific needs, preventing data overload and misuse.
Data Catalogs: Implement robust data catalogs for easy discovery and understanding of available data sources.
2. Foster Collaboration with Clear Roles:
Data Mesh Architecture: Break down data silos by creating a distributed data ownership model with clear ownership and responsibilities.
Collaborative Workspaces: Utilize interactive platforms where data scientists, analysts, and domain experts can work seamlessly together.
3. Leverage Advanced Analytics Strategically:
AI-powered Automation: Automate repetitive tasks like data cleaning and feature engineering, freeing up data talent for higher-level analysis.
Right-Tool Selection: Strategically choose the most effective advanced analytics techniques (e.g., AI, ML) based on specific business problems.
4. Prioritize Data Quality with Automation:
Automated Data Validation: Implement automated data quality checks to identify and rectify errors at the source, minimizing downstream issues.
Data Lineage Tracking: Track the flow of data throughout the ecosystem, ensuring transparency and facilitating root cause analysis for errors.
5. Cultivate a Data-Driven Mindset:
Metrics-Driven Performance Management: Align KPIs and performance metrics with data-driven insights to ensure actionable decision making.
Data Storytelling Workshops: Equip stakeholders with the skills to translate complex data findings into compelling narratives that drive action.
Benefits of a Precise Ecosystem:
Sharpened Focus: Precise access and clear roles ensure everyone works with the most relevant data, maximizing efficiency.
Actionable Insights: Strategic analytics and automated quality checks lead to more reliable and actionable data insights.
Continuous Improvement: Data-driven performance management fosters a culture of learning and continuous improvement.
Sustainable Growth: Empowered by data, organizations can make informed decisions to drive sustainable growth and innovation.
By focusing on these precise actions, organizations can create an empowered data analytics ecosystem that delivers real value by driving data-driven decisions and maximizing the return on their data investment.
Techniques to optimize the pagerank algorithm usually fall in two categories. One is to try reducing the work per iteration, and the other is to try reducing the number of iterations. These goals are often at odds with one another. Skipping computation on vertices which have already converged has the potential to save iteration time. Skipping in-identical vertices, with the same in-links, helps reduce duplicate computations and thus could help reduce iteration time. Road networks often have chains which can be short-circuited before pagerank computation to improve performance. Final ranks of chain nodes can be easily calculated. This could reduce both the iteration time, and the number of iterations. If a graph has no dangling nodes, pagerank of each strongly connected component can be computed in topological order. This could help reduce the iteration time, no. of iterations, and also enable multi-iteration concurrency in pagerank computation. The combination of all of the above methods is the STICD algorithm. [sticd] For dynamic graphs, unchanged components whose ranks are unaffected can be skipped altogether.
3. Agenda
1. Trends and the importance of People Analytics
2. People Analytics: 5 steps
3. How to start with people analytics
4. Crunchr demo (crunchrapps.com)
4. Performance Management
• Real time continuous
feedback
• Away from annual cycle
• Revamped processes
• More equal
Technology
• Speed
• Mobile
• Wearables
• Virtual reality
• Robotization
• Arificial Inteligence
• Cloud
Human-Machine
collaboration
Demographic
• Gen Y/ Gen Z
• Baby Boomers staying
or going?
• Urbanization
General trends
• Consumerism
• Transparency
Gamification
Flexible Workforce
• The rise of the ‘gig’ economy
Workforce Flexibility
Improving the Employee
Experience
• Workplace as differentiator
Leadership
• Talk purpose
• Change agents
Recruitment
• From reactive to proactive
• Data driven recruiting
• Hiring for attitude and culture
• Pre candidate experience/
personalized
• Referrals
• Boomerangs welcome
• Candidates in driving seat
Talent
• Sourcing with technology
• All inclusive talent market
• More tailored/ customized
programs
• Internal talent true asset
Collaboration
• Social/ communities
Learning and Development
• Integrating learning and
talent strategies
• Learning middleware
• MOOCs and SPOCS
Engagement
HR Function (“The blurring of Marketing and HR”)
• Complexity is killing HR/ Keep it simple
• Coming closer to marketing / IT
• Relationships not programs
HR Systems & Tools
• “think employee tools, not HR tools”
• More integrated / best of breed?
• Master data management
HR Analytics
• Maturing of people anlytics
• Increased need for HR Analytic tools
• Rise of evidence based management?
Diversity?
Succession?
Agile?
Rewards/ benefits
• Pay top for the best
Culture
“Applification”
Individualisation
HR Trends 2016 | Summary
5. 9 trend
areas
Short desciption
From hierarchy to network / from closed to open
The invasion of smart tech
Globalisation/ Localisation
From X to Y to Z: more generations in the workforce
Making fun is serious business
Purpose before pecunia
Increasing speed: fast eats slow
From Big Bang change programs to small experiments
From intuitive HR to evidence/ fact based HR
Version 2.0 | copyright HR Trend Institute
30. Performance management trends
Process
• Faster feedback
• No more annual reviews
• No performance ratings
• Accenture, Deloitte, Nokia
Measurement
• How to measure
performance?
• How to predict top
performers?
Performance
Consulting
31. Performance: not a Bell curve,
but a Power Law distribution
Performance
Number of people
40. Human nature does not change (so fast)
What are people looking for?
• Security
• A sense of belonging
• Clear goals
• Being heard
• Challenges
• Success
• Support from the top
• Attention
• ……..
• ……..
41. Trend area More detail
From Hierachy to network
From closed to open organisatons; the borders of organisations become more blurry. More
people in the flexible workforce. Increasing importance of communities. Information travels
fast. Transparency key.
The invasion of smart tech
Big data. Data science. The internet of things. Robotisation. Self driving cars. Renewable
energy. Artificial intelligence (machine learning). Wearables. 3D printing. Smart offices.
Globalisation/ localisation
World more connected. Countertrend: consumers want local products. For some
professions (design, software) from local to global market. Urbanisation.
From X to Y to Z: more
generations in the workfoce
Different generations with different needs and expectations. Gen Y (millennials) will be a
substantial part of the wokforce. As people work longer more generations work together.
Diversity.
Making fun is serious business
Work and fun used to be separated. Today the expectaion is that work should be fun.
Gamification is entering work.
Purpose before pecunia
People are looking for organisations that do good in the world. Just Corporate Social
Responsibility is nog enough. Sustainability. Sharing economy. Diconnecting (information
overload).
Increasing speed: fast eats slow
Technology/ Internet enable new business models. Big organisations do not need many
people. New entrants can capture the market fast. Exponentiality.
From big bang change programs
to small experiments
Also fueled by technlogy. Experimenting has become easier. Learning by doing. Moving and
learning is better that standing still. A-B testing. Agility. Scrum. Traditional change
management too slow.
From intuitive HR to evidence/
fact based HR
HR/ people analytics. Big data entering HR. Not all new: scientific knowledge is often poorly
applied in organisations. HR can learn from marketing. HR: understand data + people.Version 2.0 | copyright HR Trend Institute