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Moneyball Sourcing
Looking at Sourcing Through
   the Lens of Moneyball
Moneyball Sourcing
Looking at Sourcing Through
   the Lens of Moneyball
The Recruiting Version
             of Sabermetrics
 TalentBrew Dashboard      Jobs2Web Dashboard




• Use data in new ways
• Move from “a gut feeling” to data driven
  decisions
• Both presentations are on ERE site
VISITS 2                                       FOLLOWS
               SEARCHES                                 SEES JOB
                                  CAREER                                            ON
                GOOGLE                                  THEY LIKE
                           1        SITE                                          TWITTER


                                                    3                     4
                       SENDS           SEES WORK            JOINS
    GOES TO                                                                       APPLIES TO
                      FRIENDS           WITH ME            TALENT
    LINKEDIN                                                                        JOB #1
                      INMAIL            JOB ON LI        COMMUNITY                              5

                                       6
       FRIEND #2           FRIEND #1                           GETS JOB           APPLIES TO
       SAYS STAY           REFERS TO                     7      ALERT             JOB #2 ON 8
         AWAY              RECRUITER                           FROM TC             MOBILE

                   FRIEND #1           GETS EMAIL
                    SAYS OK              FROM                 RECRUITER
                                                             TELLS ABOUT      9      SEES JOB
                     PLACE             RECRUITER
                                                                JOB #3                TWEET
                                                                                                10

                    WHO GETS            GETS HIRED                  APPLY TO #4
                     CREDIT?            FOR JOB #4                  VIA TWITTER



Source: ERE Recruiting Innovation Summit 2011
WIIFM
1. A different way of thinking about
   data—metrics that are useful
2. A great way to impact current
   hiring needs and pipeline for
   future
3. A little clarity in the complex
   world of sourcing & recruiting
1.Challenge Conventional
  Wisdom
2.The Science of Winning
3.Adapt or Die

Call to action:
Courage to Believe the Data
Challenge Conventional Wisdom
            1. Job Boards Are
               Dead
            2. Passive Candidate
               Are Best
            3. Lost Faith in “Post
               & Pray”
Job Boards Are Dead


1 Career Site
2 Industry
  Groups
3 Job Boards




Source: Job Seeker Attitudes effective source Mastering Internet
Job Board is the fourth most and Behaviors; source of hire
 Jobvite: Job Board is the 2nd most effective of hire
Recruiting Staffing.org 2009
Passive Candidate Are Best




Source: Corporate Executive Board-The Benefits of Passive Sourcing and
Candidate Relationship Management Systems 2009
Lost Faith in Post & Pray
Review Moneyball Lesson #1
Challenge Conventional
Wisdom                   The Science of Winning
• Job Boards Are Dead    • Data driven decision
• Passive Candidates     • Same data, different
  Are Best                 lens
• No Post & Pray         • Clarity on the other
                           side of complexity
The Science of Winning
1. Move from “a gut
   feeling” to data driven   “Paul DePodesta concluded it
   decisions                 would take 95 wins to make
                             the playoffs. He then
2. Sabermetrics (Use
                             calculated how many runs
   same data in new
                             the A’s an important as a score
                              Walk is would have to hit.
   ways)                      • The more hitters avoid
                             than they allowed; 135. (The
3. Clarity on the other         striking out and force the
                             team would need to a pitch to
                                pitcher to give them
                                                      score
   side of complexity:       between 800 and the more
                                hit or walk them, 820 runs
   Scoring was a             and give up base.
                                runners on between 650 &
   process, not a talent     670 runs).” players on base, the
                              • The more Moneyball; Michael
   (RBI); Get on base and       higher the likelihood or of
                             Lewis
   create conditions for       runs and wins.
                             • Walk turns out to be as
   the next step
                               valuable as a hit.
The Science of Winning
1. Move from “a gut
   feeling” to data
   driven decisions
2. Recruiting data &
   metrics--Use data in
   new ways
3. Clarity within the
   complexity

                          How many visitors will
                          it take to meet the
                          demand of our
                          workforce plan & what
                          is the best source
Jobs2Web Dataset
• 51 million visitors
• 3.7 million applications
• 63,660 hires
• Notice how many visitors, applies are
  actually taking place—799; 77; 57; 10
• >1% begin the application process; .07
  actually apply for a job; and .01 will
  interview
Science of Winning-Job2Web
            Benchmark Metrics
Metric        Result
# visitors     799
# apps         77.2
starts
# apps         57.6
completed
# qualified    10.3
#              3.6
interviews
# offers       1.2
made
# hires        1.0
Science of Winning
Ranking the Sources of Hires

                     #                               #
                                             #                                                       Interviews
                                                                     Qualified# qualified # interviews efficiency
                                                                              Prospects
     Source       Visitor    Source
                              Visitors   Per Hire intervie         Source
                                          qualified
                  s /hire                            ws                       Per Hire                Per Hire
Facebook           400 Facebook             4.8     2.2      Facebook               4.8       2.2          45
Career Site        407 Search Engines       6.9     2.9      Search Engines         6.9       2.9          42
                                                                                                           1

Industry Groups    472 Career Site          8.2     3.3      Industry Groups       10.1       3.1          30
                                                                                                           5

Major Boards       621 Industry Groups     10.1     3.1      Career Site            8.2       3.3          40
                                                                                                           2
Niche Boards       880 Social Media        15.8      5       Job Aggregators       19.3       4.3          22

Social Media       899 Major Boards         17      4.8      Major Boards           17        4.8          28

Search Engines    1224 Niche Boards        18.1     5.9      Social Media          15.8        5           4
                                                                                                           31

LinkedIn          1354 Job Aggregators     19.3     4.3      Niche Boards          18.1       5.9          3
                                                                                                           32

Job Aggregators 2186 LinkedIn              31.4     9.1      LinkedIn              31.4       9.1          28
VISITS 2                                       FOLLOWS
               SEARCHES                                 SEES JOB
                                  CAREER                                            ON
                GOOGLE                                  THEY LIKE
                           1        SITE                                          TWITTER


                                                    3                     4
                       SENDS           SEES WORK            JOINS
    GOES TO                                                                       APPLIES TO
                      FRIENDS           WITH ME            TALENT
    LINKEDIN                                                                        JOB #1
                      INMAIL            JOB ON LI        COMMUNITY                              5

                                       6
       FRIEND #2           FRIEND #1                           GETS JOB           APPLIES TO
       SAYS STAY           REFERS TO                     7      ALERT             JOB #2 ON 8
         AWAY              RECRUITER                           FROM TC             MOBILE

                   FRIEND #1           GETS EMAIL
                    SAYS OK              FROM                 RECRUITER
                                                             TELLS ABOUT      9      SEES JOB
                     PLACE             RECRUITER
                                                                JOB #3                TWEET
                                                                                                10

                    WHO GETS            GETS HIRED                  APPLY TO #4
                     CREDIT?            FOR JOB #4                  VIA TWITTER



Source: ERE Recruiting Innovation Summit 2011
Science of Winning-Clarity

First Base might
be signing up
for an email
list, an RSS blog
feed or
Jobs2Web
talent network
Science of Winning-Clarity

Second base
might be
following us
on Twitter, or
a “like” on
Facebook
Science of Winning-Clarity

Third base
might be
joining a
community or
downloading
whitepaper
Science of Winning-Clarity

Crossing
“home plate” is
the result of
several smaller
moves
Review Moneyball Lesson #2
Science of Winning       Adapt or Die
• Data driven decision   • Source efficiency”-
                           evaluated the source of
• Same data, different     talent
  lens                   • Knew who was
                           available-developed
• Clarity on the other     own database
  side of complexity     • Built a “farm system”-
•
                           immediate needs, but
                           also strategic about
                           the future
Adapt or Die
• “Source efficiency”-
  evaluated the source
  of talent
• Knew who was
  available-developed
  own database
• Built a “farm
  system”-immediate
  needs, but also
  strategic about the
  future
Adapt or Die
  • Consistent Message: Brand
    Message must be consistent as
    the audience is always changing
    (remember who our audience
    is…..)
  • Social Contract Broken:
    People naturally break into
    affinity—no employer loyalty
  • Strategic Sourcing: Need to
    think immediate, as well
    as, long term
Marketing Axiom

“only 10% of website visitors or searchers are
ready to engage, make a purchase decision, or
opt-in right away; but over the course of the
subsequent 12 months, with the right value-
added communication, that number
skyrockets to 87%
Sent 4 email     39% audience > 2.5 times      > 3.5 times
invitations over click through more visitors   more prospects
6 months         rate

Source: BtoB magazine, 2004
Target Audience Behavior
                                      % Audience

                              Once Per Year   Less than once
                                  9%             per year
            Once Every Six                          14%
               Months                                          Once Per Week
                16%       60% of passive candidates                 11%
                              want to hear about jobs at
           Once Every           least every 3 months
                                                               Several Times
          Three Months                                          Per Month
              14%                                                  15%
                           Once Every         Once Per
                          Two Months           Month
                              9%                12%




Source: CLC Recruiting 2010
Target Audience Behavior




Source: 2011 Corporate Recruiting Reports Candidate Attitudes and Behaviors
Staffing.org
Social Contract Broken
   Our data shows that candidates have
   increasingly accepted the inherent
   uncertainty of the working world and are
   programming their careers accordingly.
   They don’t believe in the old social
   contract any more than employers do. For
   both parties “forever” is a conditional
   term: nice to hear but undependable.

Source: 2011 Corporate Recruiting Reports Candidate Attitudes and Behaviors
Staffing.org
Strategic Sourcing
                Jobs2Web Dataset
1. 10 large customers with 8800 hires during 2011
   from their talent network
2. This data illustrates that while 57% of
   applicants that are hired apply for a job on the
   first day, 43% of hires actually at some point in
   the future.
3. The data also documents that in many cases, it
   is the “job alerts” (drip marketing) that trigger
   the apply.
4. Conclusion: theory, research maps to reality.
      • theorem says drip marketing works.
      • people want iterative messages
      • data shows results
Source     0 days   1-30   31-60   61-90   >90    Total   >1    >30
Career     3105     729    339     250     827    5250    41%   27%
Site
Career      469     105     49      30      77    730     36%   21%
Site
Services
Direct      677     168    105      78     327    1335    50%   34%
Search      332     129     43      24     136    664     50%   31%
Engine
Email       135      36     4       10      34    219     38%   22%
Job         107      53     12      11      60    245     56%   34%
Aggregat
or
Total      5050     1288   566     417     1533   8854



% total    57%      15%     6%      6%     17%    100%    43%   28%
Apply Starts vs. Apply Completed
Metric        Result
# visitors     799
                       Great way to market
# apps         77.2
starts
                       to the 2% of applies
# apps         57.6    that do not complete
completed              the process
# qualified    10.3
#              3.6
interviews
# offers       1.2
made
# hires        1.0
What Is A Talent Community?
                                 Capture Passives
     Drive Boomerang            & Apply Drop Offs
     Hires & Viral                                    Magnets to
     Referrals                                        attract prospects




Automate Drip
                                                         Re-Recruit Past
 Marketing To
                                                         Applicants & Drive
  Prospects
                                                         Viral Referrals




    Automate Drip
                                                    Centralize & Automate
     Marketing To
                                                      Recruiter Contact
      Prospects
                                                          Marketing
Talent--Community of Communities
1. Talent Network (community) has become the 4th largest
   source of hire
2. Over 17 months, the number of applies by the members of
   the talent community grew significantly
3. Not only did the # of applies grow, the number of
   candidates that it takes to make a hire decreased
Review Moneyball Lesson #3
Adapt or Die                    Courage to Believe the Data
• Consistent Message: Brand
  Message must be consistent
  as the audience is always
  changing (remember who
  our audience is…..)
• Social Contract Broken:
  People naturally break into
  affinity—no employer
  loyalty
• Strategic Sourcing: Need
  to think immediate
•
Courage to Believe the Data
              • Taking action
                on data
Resources
• Jobs2Web—Doug Berg, Jon
  Greene, & Steve Shaffer
• David Earle of Staffing.org
• The Corporate Executive Board
  Company—CLC Recruiting
Ask Questions Talent Communities




   Join Talent Community Development Group on LinkedIn
Thank you to ERE Media
Sponsor: ICIMS




   Marvin.smith@gatesfoundation.org

  http://www.facebook.com/#!/marvin.smith

  http://www.linkedin.com/in/marvsmith
   @talentcommunitiy

    Talent Community Development Community
    http://www.linkedin.com/groups?gid=1148747&home=

Contenu connexe

Ere Moneyball Deck 12 15 2011 Deck For Slideshare

  • 1. Moneyball Sourcing Looking at Sourcing Through the Lens of Moneyball
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14.
  • 15. Moneyball Sourcing Looking at Sourcing Through the Lens of Moneyball
  • 16.
  • 17. The Recruiting Version of Sabermetrics TalentBrew Dashboard Jobs2Web Dashboard • Use data in new ways • Move from “a gut feeling” to data driven decisions • Both presentations are on ERE site
  • 18. VISITS 2 FOLLOWS SEARCHES SEES JOB CAREER ON GOOGLE THEY LIKE 1 SITE TWITTER 3 4 SENDS SEES WORK JOINS GOES TO APPLIES TO FRIENDS WITH ME TALENT LINKEDIN JOB #1 INMAIL JOB ON LI COMMUNITY 5 6 FRIEND #2 FRIEND #1 GETS JOB APPLIES TO SAYS STAY REFERS TO 7 ALERT JOB #2 ON 8 AWAY RECRUITER FROM TC MOBILE FRIEND #1 GETS EMAIL SAYS OK FROM RECRUITER TELLS ABOUT 9 SEES JOB PLACE RECRUITER JOB #3 TWEET 10 WHO GETS GETS HIRED APPLY TO #4 CREDIT? FOR JOB #4 VIA TWITTER Source: ERE Recruiting Innovation Summit 2011
  • 19.
  • 20. WIIFM 1. A different way of thinking about data—metrics that are useful 2. A great way to impact current hiring needs and pipeline for future 3. A little clarity in the complex world of sourcing & recruiting
  • 21. 1.Challenge Conventional Wisdom 2.The Science of Winning 3.Adapt or Die Call to action: Courage to Believe the Data
  • 22. Challenge Conventional Wisdom 1. Job Boards Are Dead 2. Passive Candidate Are Best 3. Lost Faith in “Post & Pray”
  • 23. Job Boards Are Dead 1 Career Site 2 Industry Groups 3 Job Boards Source: Job Seeker Attitudes effective source Mastering Internet Job Board is the fourth most and Behaviors; source of hire Jobvite: Job Board is the 2nd most effective of hire Recruiting Staffing.org 2009
  • 24. Passive Candidate Are Best Source: Corporate Executive Board-The Benefits of Passive Sourcing and Candidate Relationship Management Systems 2009
  • 25. Lost Faith in Post & Pray
  • 26. Review Moneyball Lesson #1 Challenge Conventional Wisdom The Science of Winning • Job Boards Are Dead • Data driven decision • Passive Candidates • Same data, different Are Best lens • No Post & Pray • Clarity on the other side of complexity
  • 27. The Science of Winning 1. Move from “a gut feeling” to data driven “Paul DePodesta concluded it decisions would take 95 wins to make the playoffs. He then 2. Sabermetrics (Use calculated how many runs same data in new the A’s an important as a score Walk is would have to hit. ways) • The more hitters avoid than they allowed; 135. (The 3. Clarity on the other striking out and force the team would need to a pitch to pitcher to give them score side of complexity: between 800 and the more hit or walk them, 820 runs Scoring was a and give up base. runners on between 650 & process, not a talent 670 runs).” players on base, the • The more Moneyball; Michael (RBI); Get on base and higher the likelihood or of Lewis create conditions for runs and wins. • Walk turns out to be as the next step valuable as a hit.
  • 28. The Science of Winning 1. Move from “a gut feeling” to data driven decisions 2. Recruiting data & metrics--Use data in new ways 3. Clarity within the complexity How many visitors will it take to meet the demand of our workforce plan & what is the best source
  • 29. Jobs2Web Dataset • 51 million visitors • 3.7 million applications • 63,660 hires • Notice how many visitors, applies are actually taking place—799; 77; 57; 10 • >1% begin the application process; .07 actually apply for a job; and .01 will interview
  • 30. Science of Winning-Job2Web Benchmark Metrics Metric Result # visitors 799 # apps 77.2 starts # apps 57.6 completed # qualified 10.3 # 3.6 interviews # offers 1.2 made # hires 1.0
  • 32. Ranking the Sources of Hires # # # Interviews Qualified# qualified # interviews efficiency Prospects Source Visitor Source Visitors Per Hire intervie Source qualified s /hire ws Per Hire Per Hire Facebook 400 Facebook 4.8 2.2 Facebook 4.8 2.2 45 Career Site 407 Search Engines 6.9 2.9 Search Engines 6.9 2.9 42 1 Industry Groups 472 Career Site 8.2 3.3 Industry Groups 10.1 3.1 30 5 Major Boards 621 Industry Groups 10.1 3.1 Career Site 8.2 3.3 40 2 Niche Boards 880 Social Media 15.8 5 Job Aggregators 19.3 4.3 22 Social Media 899 Major Boards 17 4.8 Major Boards 17 4.8 28 Search Engines 1224 Niche Boards 18.1 5.9 Social Media 15.8 5 4 31 LinkedIn 1354 Job Aggregators 19.3 4.3 Niche Boards 18.1 5.9 3 32 Job Aggregators 2186 LinkedIn 31.4 9.1 LinkedIn 31.4 9.1 28
  • 33. VISITS 2 FOLLOWS SEARCHES SEES JOB CAREER ON GOOGLE THEY LIKE 1 SITE TWITTER 3 4 SENDS SEES WORK JOINS GOES TO APPLIES TO FRIENDS WITH ME TALENT LINKEDIN JOB #1 INMAIL JOB ON LI COMMUNITY 5 6 FRIEND #2 FRIEND #1 GETS JOB APPLIES TO SAYS STAY REFERS TO 7 ALERT JOB #2 ON 8 AWAY RECRUITER FROM TC MOBILE FRIEND #1 GETS EMAIL SAYS OK FROM RECRUITER TELLS ABOUT 9 SEES JOB PLACE RECRUITER JOB #3 TWEET 10 WHO GETS GETS HIRED APPLY TO #4 CREDIT? FOR JOB #4 VIA TWITTER Source: ERE Recruiting Innovation Summit 2011
  • 34. Science of Winning-Clarity First Base might be signing up for an email list, an RSS blog feed or Jobs2Web talent network
  • 35. Science of Winning-Clarity Second base might be following us on Twitter, or a “like” on Facebook
  • 36. Science of Winning-Clarity Third base might be joining a community or downloading whitepaper
  • 37. Science of Winning-Clarity Crossing “home plate” is the result of several smaller moves
  • 38. Review Moneyball Lesson #2 Science of Winning Adapt or Die • Data driven decision • Source efficiency”- evaluated the source of • Same data, different talent lens • Knew who was available-developed • Clarity on the other own database side of complexity • Built a “farm system”- • immediate needs, but also strategic about the future
  • 39. Adapt or Die • “Source efficiency”- evaluated the source of talent • Knew who was available-developed own database • Built a “farm system”-immediate needs, but also strategic about the future
  • 40. Adapt or Die • Consistent Message: Brand Message must be consistent as the audience is always changing (remember who our audience is…..) • Social Contract Broken: People naturally break into affinity—no employer loyalty • Strategic Sourcing: Need to think immediate, as well as, long term
  • 41. Marketing Axiom “only 10% of website visitors or searchers are ready to engage, make a purchase decision, or opt-in right away; but over the course of the subsequent 12 months, with the right value- added communication, that number skyrockets to 87% Sent 4 email 39% audience > 2.5 times > 3.5 times invitations over click through more visitors more prospects 6 months rate Source: BtoB magazine, 2004
  • 42. Target Audience Behavior % Audience Once Per Year Less than once 9% per year Once Every Six 14% Months Once Per Week 16% 60% of passive candidates 11% want to hear about jobs at Once Every least every 3 months Several Times Three Months Per Month 14% 15% Once Every Once Per Two Months Month 9% 12% Source: CLC Recruiting 2010
  • 43. Target Audience Behavior Source: 2011 Corporate Recruiting Reports Candidate Attitudes and Behaviors Staffing.org
  • 44. Social Contract Broken Our data shows that candidates have increasingly accepted the inherent uncertainty of the working world and are programming their careers accordingly. They don’t believe in the old social contract any more than employers do. For both parties “forever” is a conditional term: nice to hear but undependable. Source: 2011 Corporate Recruiting Reports Candidate Attitudes and Behaviors Staffing.org
  • 45. Strategic Sourcing Jobs2Web Dataset 1. 10 large customers with 8800 hires during 2011 from their talent network 2. This data illustrates that while 57% of applicants that are hired apply for a job on the first day, 43% of hires actually at some point in the future. 3. The data also documents that in many cases, it is the “job alerts” (drip marketing) that trigger the apply. 4. Conclusion: theory, research maps to reality. • theorem says drip marketing works. • people want iterative messages • data shows results
  • 46. Source 0 days 1-30 31-60 61-90 >90 Total >1 >30 Career 3105 729 339 250 827 5250 41% 27% Site Career 469 105 49 30 77 730 36% 21% Site Services Direct 677 168 105 78 327 1335 50% 34% Search 332 129 43 24 136 664 50% 31% Engine Email 135 36 4 10 34 219 38% 22% Job 107 53 12 11 60 245 56% 34% Aggregat or Total 5050 1288 566 417 1533 8854 % total 57% 15% 6% 6% 17% 100% 43% 28%
  • 47. Apply Starts vs. Apply Completed Metric Result # visitors 799 Great way to market # apps 77.2 starts to the 2% of applies # apps 57.6 that do not complete completed the process # qualified 10.3 # 3.6 interviews # offers 1.2 made # hires 1.0
  • 48. What Is A Talent Community? Capture Passives Drive Boomerang & Apply Drop Offs Hires & Viral Magnets to Referrals attract prospects Automate Drip Re-Recruit Past Marketing To Applicants & Drive Prospects Viral Referrals Automate Drip Centralize & Automate Marketing To Recruiter Contact Prospects Marketing
  • 50. 1. Talent Network (community) has become the 4th largest source of hire 2. Over 17 months, the number of applies by the members of the talent community grew significantly 3. Not only did the # of applies grow, the number of candidates that it takes to make a hire decreased
  • 51. Review Moneyball Lesson #3 Adapt or Die Courage to Believe the Data • Consistent Message: Brand Message must be consistent as the audience is always changing (remember who our audience is…..) • Social Contract Broken: People naturally break into affinity—no employer loyalty • Strategic Sourcing: Need to think immediate •
  • 52. Courage to Believe the Data • Taking action on data
  • 53. Resources • Jobs2Web—Doug Berg, Jon Greene, & Steve Shaffer • David Earle of Staffing.org • The Corporate Executive Board Company—CLC Recruiting
  • 54. Ask Questions Talent Communities Join Talent Community Development Group on LinkedIn
  • 55. Thank you to ERE Media Sponsor: ICIMS Marvin.smith@gatesfoundation.org http://www.facebook.com/#!/marvin.smith http://www.linkedin.com/in/marvsmith @talentcommunitiy Talent Community Development Community http://www.linkedin.com/groups?gid=1148747&home=