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​  Talent Connect
​  October 2015
Competing with Talent Analytics
How to build a talent analytics function
Expectations for talent analytics
How to build a talent analytics
function
Focus on business problems, not data
Leap-frog strategy
What we had Business
demand
Our solution
Analytics Infrastructure Reporting
Team resource allocation
§  Building the IT
infrastructure is a long
journey…
§  Reporting will consume
100% of capacity and
never be 100% accurate
§  Prioritize quick wins that
solve business problems to
build credibility
How do we acquire the
technical talent to meet our
growth objectives?
©2015 LinkedIn Corporation. All Rights Reserved.
How many engineering recruiters do we need?
Forecasted hiring needs
# of Hires
Headcount forecasts
# of FTE
2015 2016 2017 2015 2016 2017
Are we hiring the right mix of people?
Org. shape has shifted over time
% of Engineering FTE
2013 2014
2013 2014
Senior+
Mid-Level
Entry-Level
Hiring has focused on entry level…
% of new hires
Partnered with HRBP and talent acquisition leads to
double mid-level and senior hires
# of new hires
1H 2014 1H 2015
Senior+
Mid-Level
Entry-Level
What are the most attractive
regions to hire SW engineers?
Supply of software engineers in region
Demandforsoftwareengineers
Findings: Labor InsightsWhat is the supply and demand for SW engineers?
Seattle
Chicago
Boston
Washington D.C.
New York
SF Bay
Houston
Denver
Philadelphia
Atlanta
Dallas
Toronto
LA
Raleigh-Durham
Montreal
Austin
San Diego
Detroit
Minneapolis
Phoenix
High
Low
Low High
Findings: Labor InsightsUsed profile data to classify SW engineers into tracks
*18 most common skills among LinkedIn’s current engineering HC: Java, Python, Linux, Distributed Systems, C++, JavaScript, Hadoop,
Scalability, C, Algorithms, Perl, Software Engineering, Git, Unix, Software Development, REST, Agile Methodologies, Ruby
LI Profile features
LI Profile
Features
Candidates from ATS
Machine learning
algorithm
Classification model Classified profiles
TrainPredict
Findings: Labor InsightsWhere do we find critical skills?
Engineering track concentration by region
Below average Above average
Systems &
Infra Apps Data Mobile
Eng
Manager
Eng
Services OpsIT
What we have learned and
where do we go next?
What we have learned in the past 18 months
§  Focus on solving business
problems with data
§  Prioritize quick wins to build
credibility
§  Partner to drive change and
business impact
Where do we go from here?
§  Diversity & inclusion
§  Workforce strategy
§  Leadership
§  Quality of hire
§  Talent metrics and business
outcomes
What can talent analytics do for you?
§  Think of one business question
for your talent analytics team to
solve… scope project for ~1-2
months
§  Make sure the team has capacity
to focus… the “cost of yes” is
asking the team to re-prioritize
existing commitments
©2015 LinkedIn Corporation. All Rights Reserved.

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How to build a people analytics function | Talent Connect Anaheim

  • 1. ​  Talent Connect ​  October 2015 Competing with Talent Analytics How to build a talent analytics function
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  • 6. How to build a talent analytics function
  • 7. Focus on business problems, not data
  • 8. Leap-frog strategy What we had Business demand Our solution Analytics Infrastructure Reporting Team resource allocation §  Building the IT infrastructure is a long journey… §  Reporting will consume 100% of capacity and never be 100% accurate §  Prioritize quick wins that solve business problems to build credibility
  • 9. How do we acquire the technical talent to meet our growth objectives? ©2015 LinkedIn Corporation. All Rights Reserved.
  • 10. How many engineering recruiters do we need? Forecasted hiring needs # of Hires Headcount forecasts # of FTE 2015 2016 2017 2015 2016 2017
  • 11. Are we hiring the right mix of people? Org. shape has shifted over time % of Engineering FTE 2013 2014 2013 2014 Senior+ Mid-Level Entry-Level Hiring has focused on entry level… % of new hires
  • 12. Partnered with HRBP and talent acquisition leads to double mid-level and senior hires # of new hires 1H 2014 1H 2015 Senior+ Mid-Level Entry-Level
  • 13. What are the most attractive regions to hire SW engineers?
  • 14. Supply of software engineers in region Demandforsoftwareengineers Findings: Labor InsightsWhat is the supply and demand for SW engineers? Seattle Chicago Boston Washington D.C. New York SF Bay Houston Denver Philadelphia Atlanta Dallas Toronto LA Raleigh-Durham Montreal Austin San Diego Detroit Minneapolis Phoenix High Low Low High
  • 15. Findings: Labor InsightsUsed profile data to classify SW engineers into tracks *18 most common skills among LinkedIn’s current engineering HC: Java, Python, Linux, Distributed Systems, C++, JavaScript, Hadoop, Scalability, C, Algorithms, Perl, Software Engineering, Git, Unix, Software Development, REST, Agile Methodologies, Ruby LI Profile features LI Profile Features Candidates from ATS Machine learning algorithm Classification model Classified profiles TrainPredict
  • 16. Findings: Labor InsightsWhere do we find critical skills? Engineering track concentration by region Below average Above average Systems & Infra Apps Data Mobile Eng Manager Eng Services OpsIT
  • 17. What we have learned and where do we go next?
  • 18. What we have learned in the past 18 months §  Focus on solving business problems with data §  Prioritize quick wins to build credibility §  Partner to drive change and business impact
  • 19. Where do we go from here? §  Diversity & inclusion §  Workforce strategy §  Leadership §  Quality of hire §  Talent metrics and business outcomes
  • 20. What can talent analytics do for you? §  Think of one business question for your talent analytics team to solve… scope project for ~1-2 months §  Make sure the team has capacity to focus… the “cost of yes” is asking the team to re-prioritize existing commitments
  • 21. ©2015 LinkedIn Corporation. All Rights Reserved.