how big data is reducing workforce turnovermedia.computer.org/pdfs/rosenbaum.pdf · cost...

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How Big Data is Reducing Workforce Turnover Michael Rosenbaum CEO, Catalyst IT Services

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Page 1: How Big Data is Reducing Workforce Turnovermedia.computer.org/pdfs/Rosenbaum.pdf · Cost Improvements – Software Engineering • Combined teams • Data is on no fewer than 40 software

How Big Data is Reducing

Workforce Turnover Michael Rosenbaum

CEO, Catalyst IT Services

Page 2: How Big Data is Reducing Workforce Turnovermedia.computer.org/pdfs/Rosenbaum.pdf · Cost Improvements – Software Engineering • Combined teams • Data is on no fewer than 40 software

Applying Data to Hiring and Team Assembly

•The Subjectivity of Hiring

- One of the most inefficient areas of economic

activity (bias, perception, information problem)

• The Industry

- Early entrants of the Oakland A’s to today

• Outcomes

Page 3: How Big Data is Reducing Workforce Turnovermedia.computer.org/pdfs/Rosenbaum.pdf · Cost Improvements – Software Engineering • Combined teams • Data is on no fewer than 40 software

Approaches

• Platforms - Pegged Software, Evolv on Demand

• Internal Use - Google, Catalyst IT Services

• Generalized talent predictions - Gild, Codecademy

Page 4: How Big Data is Reducing Workforce Turnovermedia.computer.org/pdfs/Rosenbaum.pdf · Cost Improvements – Software Engineering • Combined teams • Data is on no fewer than 40 software

Technologies and Methodologies

• More sophisticated analysis of existing data

(resumes, other application information

including code, text)

• Public data

• Metadata

DEFINING THE DEPENDENT VARIABLE

FOR WHAT OUTCOME ARE YOU OPTIMIZING

Page 5: How Big Data is Reducing Workforce Turnovermedia.computer.org/pdfs/Rosenbaum.pdf · Cost Improvements – Software Engineering • Combined teams • Data is on no fewer than 40 software

Outcomes - Turnover

Pre-platform deployment compared to Post-platform deployment

Across 3M job applications/yr and 119 healthcare facilities

Page 6: How Big Data is Reducing Workforce Turnovermedia.computer.org/pdfs/Rosenbaum.pdf · Cost Improvements – Software Engineering • Combined teams • Data is on no fewer than 40 software

Outcomes – Turnover (Demonstrating Causation)

Turnover improvement in Platform-deployed job categories

compared to control groups—either rest of the hospital or

same job categories in other hospitals in the same system

over the same time period

Page 7: How Big Data is Reducing Workforce Turnovermedia.computer.org/pdfs/Rosenbaum.pdf · Cost Improvements – Software Engineering • Combined teams • Data is on no fewer than 40 software

Outcomes—Quality Improvement (Healthcare)

Using HCAHP likelihood to recommend

scores as outcomes

Page 8: How Big Data is Reducing Workforce Turnovermedia.computer.org/pdfs/Rosenbaum.pdf · Cost Improvements – Software Engineering • Combined teams • Data is on no fewer than 40 software

Applying Data to Assembling Engineering Teams

Examples of Enterprises Using Model of Applying

Data to Software Engineering Team Assembly

Fortune 500 Sports Apparel Company

Fortune 50 Technology Company

eBay/StubHub

Red Hat

Google

Starwood

Aetna

Cambia Health

Page 9: How Big Data is Reducing Workforce Turnovermedia.computer.org/pdfs/Rosenbaum.pdf · Cost Improvements – Software Engineering • Combined teams • Data is on no fewer than 40 software

Improvements – Software Engineering

Productivity and Quality Comparisons: Software

Engineering Using Data to Assemble Teams vs Conventional

Page 10: How Big Data is Reducing Workforce Turnovermedia.computer.org/pdfs/Rosenbaum.pdf · Cost Improvements – Software Engineering • Combined teams • Data is on no fewer than 40 software

Cost Improvements – Software Engineering

• Combined teams

• Data is on no

fewer than 40

software

engineers per

partner

• 3 Tier 1 offshore,

one traditional

onshore, one using

data

Cost Comparisons: Software Engineering Using Data to

Assemble Teams vs Conventional

Page 11: How Big Data is Reducing Workforce Turnovermedia.computer.org/pdfs/Rosenbaum.pdf · Cost Improvements – Software Engineering • Combined teams • Data is on no fewer than 40 software

Call Centers

• At Xerox, Evolv found almost no correlation between

relevant prior experience and performance

• Initial 6 month trial showed 20% improvements in attrition

pre-post

• At Novo 1, pre-post comparisons showed 39%

improvements in attrition

Page 12: How Big Data is Reducing Workforce Turnovermedia.computer.org/pdfs/Rosenbaum.pdf · Cost Improvements – Software Engineering • Combined teams • Data is on no fewer than 40 software

Adoption: Outcomes as the Key

• Limitations for HR – budget not tied to P&L

• Limitations in sophistication

• Regulatory environment

• Individual resistance – comparison to online dating

industry

OUTCOMES DRIVE ADOPTION

Page 13: How Big Data is Reducing Workforce Turnovermedia.computer.org/pdfs/Rosenbaum.pdf · Cost Improvements – Software Engineering • Combined teams • Data is on no fewer than 40 software

Questions?

Michael Rosenbaum

[email protected]