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Data Driven Recruiting
#intalent#SourceCon
#intalent
#intalent
Recruiting Has Changed
#SourceCon
#SourceCon
#intalent
The recruiting organization that figures out how to extract
the value of the web’s people data and build a recruiting
team model that operationalizes at scale
will define the future of talent acquisition
The Opportunity
#SourceCon
#intalent
Making a plan
#intalent
2010
I am going to nail this
presentation…I am
going to revolutionize
recruiting!
“I skate to where the puck
is going to be, not where
it has been.”
The way we will change the gameData driven predictive recruiting
#SourceCon
#intalent
Enough vision,
we need
engineers
#intalent
Making a plan
(again)
#intalent
Use data to build credibility
#intalent#SourceCon
#intalent#SourceCon
#intalent#SourceCon
#intalent
Keywords: "Data Center" OR "Datacenter"
Location Within 50 Miles
Industry: Internet
Seniority: Manager
Interested In: Potential Employees
Company Size: 501-1,000 OR 1,001-5,000 OR
5,001-10,000, OR 10,000+
Years of Experience: 6 to 10 years OR More than 10 years
Years in Position: 3-5 years OR 6-10 years
Company Type: Public Company
Language: English
Recommendations: 3-4 OR 5-10 OR 11-20 OR >20
Using Data To Set Expectations
#SourceCon
#intalent
Initial search: 7
Remove recommendation: 19
Remove years in position: 71
Remove company type: 82
Remove company size: 126
Expectations Are High & Results Fall Short
#SourceCon
#intalent#SourceCon
#intalent#SourceCon
#intalent#SourceCon
#intalent
The Where: 475K+ Software Engineers in US
#SourceCon
#intalent
(based on LinkedIn recruiter contact Feb-Aug 2012)
The Where: Big Markets vs. Hidden Gems
#SourceCon
#intalent
Region / Metro Area # SW
Engineers
# SW Eng Jobs
posted (Q2 2012)
Jobs Posted
(% of total
pool)
% w job change
(past 12 months)
SF Bay Area 65,000 24,500 37.7% 19%
NYC 36,100 5,200 14.4% 13%
Boston 28,900 5,600 19.5% 15%
Seattle 26,900 20,200* 75.1% 17%
Washington DC 20,100 4,200 21.0% 12%
Chicago 17,300 2,100 12.4% 13%
Supply Demand
.
The Where & Some Why: NYC Has 33% More
Supply & Less Demand Than Seattle
#SourceCon
#intalent
Seattle
New York
(word size represents skill frequency)
The Where & Why: Skill Mix By City
#SourceCon
#intalent
Manager and Above
9.6%
Manager and Above
6.9%
The Where & Why: NYC Has More Senior &
Management-Level Talent
#SourceCon
#intalent
Company # Connected
in pool
% Connected
in pool
# Connected
at company
Company 1 9,721 27% 22,280
Company 2 8,666 24% 8,620
Company 3 7,500 21% 7,583
Company 4 7,435 21% 11,844
Company 5 7,026 19% 8,974
Company 6 6,381 18% 5,583
Company 7 6,299 17% 5,241
Company 8 6,230 17% 5,103
ABC Co 1,106 3% 597
Company # Connected
in pool
% Connected
in pool
# Connected
at company
Company 1 20,335 76% 43,248
Company 2 15,573 58% 10,340
Company 3 11,675 43% 8,965
Company 4 6,474 24% 1,754
Company 5 6,311 23% 11,418
Company 6 5,523 21% 6,745
Company 7 5,183 19% 6,680
Company 8 5,097 19% 7,959
ABC Co 2,255 8% 618
New York Seattle
With 618 Employees Connected To 2,255
Engineers
#SourceCon
#intalent
 21% more likely to be knowledgeable of employers
 12% more likely to have a positive impression of
employers
 10% more likely to consider a job with employers
“Connectedness” Matters
#SourceCon
#intalent
The Why: Talent Flows – Winning Or
Losing?
#SourceCon
#intalent#SourceCon
#intalent
The Where
+ Hidden Gems
Connectedness
Matters
Skills &
Seniority
Win/Loss Rate
#SourceCon
#intalent#SourceCon
#intalent#SourceCon
#intalent
#intalent
#intalent
#intalent
In sales and marketing
$
Dollars to spend
Affinity
Which prospects are most likely engage?
Low
High
High
Tele-Sales
“Red Carpet”Nurture
Build
Awareness
1:1 approach1:Many
6991207
1:Many
58
1:Many
36
2,000 Systems Infrastructure Engineers
#SourceCon
#intalent
#intalent#SourceCon
#intalent#SourceCon
#intalent
1:Many = World-Class Consumer Marketing
#SourceCon
#intalent#SourceCon
#intalent
#intalent
Most Successful Systems Infra & Data Recruiter
Most Successful Quarter in Eng Recruiting
3X increase in
candidate response
rate
Highest
conversion rate of
applicant to onsite
Highest
conversion rate of
applicant to offer
8:1vs13:1
TAM 1:Many
served LI content
more likely to make
it to onsite vs. other
applicants
Key Lever For Driving Efficiency & Reducing Hours
Eng SI Pilot Results
#SourceCon
#intalent#SourceCon
#intalent
Reactive Recruiting Model
Keyword Searching Jockey
Prioritize the Top of List
Cold Outreach
See Activity
Market Intel Dispersed
#SourceCon
#intalent
Planful and Prioritized Co-signors
Search Once and Manage
Prioritize High Fit & Affinity
Tailored Outreach
See Activity
Market Intel Mastered
#SourceCon
#intalent#SourceCon
#intalent#SourceCon
#intalent
Lead
with data
Operationalize
and iterate
Don’t do
it alone
#intalent
Realize and internalize the world of talent has changed
Test drive addressable market & segmentation on one of
your critical talent pools
Assess whether you and your team are ready to transform
Three To Dos
#SourceCon
#intalent
lucky day!yourThis is
#intalent
yourToday is our opportunity!
2016
#intalent
What To Learn More?
#SourceCon

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How LinkedIn Recruits with Data | Brendan Browne's SoureCon Presentation on Data Driven Recruiting

Hinweis der Redaktion

  1. Working at LinkedIn, leading TA - I feel like a kid in a candy store!
  2. Sharing a little background I love working in the talent world – I’m not only the TA leader, but I’m “talent” as well
  3. Story background – buying directories Talent are calling the shots now Recruiting is now very different than 5 years, even a year ago
  4. The recruiting organization who figures out how to extract the value of the web’s people data and how to then build a recruiting team model to operationalize this @ scale will define the future of talent acquisition. NOTE: TBD, is this work?
  5. Share story But then, I heard “stop” <transition to next slide>
  6. <speak slowing, showing emphasis> <transition to next after you complete the story>
  7. So let’s start again, with the right plan
  8. What do you see here? It’s the ever-hard to find purple squirrel. You may even call it the purple unicorn. Either way, it’s the metaphorical image for the perfect candidate. Let’s talk about how we start executing and operating using the future of data NOW…TODAY. In the States we call the impossible to find candidate the “purple squirrel” because they don’t exist. Raise your hand if you have every worked with a hiring manager who is asking you to recruit a type of candidate who simply doesn’t exist. They are asking for too much. The Engineer with a PhD from Oxford who also speaks Italian, can lead teams, can also sell to customers and has worked at a multinational, a start-up and is now working at either company X, Y or Z. …Can any of you relate with that? Well we can now start using structured data to educate our clients, our executives and hiring managers about the market and the “addressable candidate pool”. What does this do for our function? It builds credibility. Let’s take a look at an actual example from LinkedIn.
  9. This was from an actual search we conducted for a Data Center Manager. David Henke, our SVP of Engineering, was under the gun, putting huge pressure on recruiting to get the search filled. We met with David to understand his requirements seen here. Told him we would be back in an hour to talk further. We knew that this was going to be very hard to fill, but we didn’t want to get in to a debate with our Sr. Vide President. So we went away, pulled some data and returned to his office to meet him.
  10. This slide shows us who we’re winning talent from, and who we’re losing talent to. As you might expect, red means we’re losing talent to the organizations listed on the left, and green means we’re winning talent from those organizations. [NOTE: this isn’t our actual data, but we’re sharing it here as an example of what we review regularly] The left-hand side of this slide is fairly straightforward: we can see how many hires we’ve made from those companies in the past four quarters, and how many hires they’ve made from us. On the right side, we’ve calculated that data as a ratio. We can watch this data over time to understand what’s trending. It helps us identify competitive hiring risks or areas where we need more focus.
  11. Breakdown of each segment
  12. Breakdown of each segment The Where Connectedness of your employees Skills & Seniority Win/Loss Rate
  13. Breakdown of each segment Hidden Gems
  14. This is a formula to find the right talent. <click to see example after formula is explained>
  15. Breakdown of each segment
  16. Breakdown of each segment
  17. Breakdown of each segment
  18. Breakdown of each segment
  19. Breakdown of each segment Hidden Gems
  20. Breakdown of each segment
  21. Brands can no longer hide who they are We need to change the way we look at recruiting and talent. We need to lead in new ways, increase our partnerships, operationalize our worlds, listen a lot more and lead with data.
  22. Everything I shared is available to each one of us. It’s all possible. And the new world of talent is an amazing opportunity for TA, like never before.   In fact, it’s your opportunity. You leverage all of these lessons and learnings to for your brand and organization and make your talent strategy amazing.   The question I have, who will be on this stage next year telling us about their story? And the year after that and after that.