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Proprietary & ConfidentialProprietary & Confidential
Empower the People Possibility by Big Data
Peter ZhangCEO, Aon Hewitt Greater China
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Proprietary & ConfidentialProprietary & Confidential
Technology
User Experience
Use of Information
Changing Demographics & Societal Developments
Market Structure
New tech advancements happening every day
Availability 24/7, on their time and their terms
Easy access, but with absolute safety and privacy
Not everyone speaks the same “language”
Shifting global markets, interconnected businesses
Source: Aon Growth Study, 2018
Every Company Is Transforming
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Proprietary & ConfidentialProprietary & Confidential
Digitalization of HR People Analytics
Talent Development
Agile Organization
Consumer Level
Employee Experience
HR Is Driving Transformation
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Proprietary & ConfidentialProprietary & Confidential
▪ We are expecting to drive 5% y-o-y growth in EPS by optimizing our critical talent pipeline
▪ We have reduced business risk by up to 10% through better Employee Engagement
▪ We are forecasting a 10 – 15% increase in sales through improved Sales Rewards
▪ We are improving workforce productivity and optimizing our total operating expenses
▪ Are we hiring the right people to drive growth?
▪ Are we retaining employees in pivotal roles?
▪ Is my Employee Engagement improving?
▪ Am I compensating my sales staff effectively?
▪ Do I have the right workforce strategy?
HR Focus
Business focus
Business Growth
Managing Risk
OrganizationEffectiveness
People Analytics: Data x Analytics x (Business Expertise)2
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Proprietary & ConfidentialProprietary & Confidential
What is your long-term business strategy and HR?
How do we focus analytics on high value questions?
What technology solutions do you use and what capabilities do you have on your team?
How do we streamline data and deliver with speed and efficiency?
Where does your data reside and what is data consistency and quality
How do we ensure credibility around data and analytics within the business?
What is your HR organization and business’ readiness to use analytics?
How do we increase capability and adoption?
Business ValueFocused and Optimized HR Impact
InfrastructureTechnology and Resources
Data GovernanceConsistency and Control
Cultural ReadinessAnalytical Mindset and Capability Building
People Analytics Strategy Framework
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Proprietary & ConfidentialProprietary & Confidential
Delivering Business
Outcomes
Predictive and Prescriptive
Analytics
Descriptive Modeling
Implementing Technology &
Driving Adoption
BU
SIN
ES
S V
AL
UE
ANALYTICS CAPABILITY
Define the analytics strategy and delivery models for Analytics COE, and establish the right set of people metrics that enables the HR function to provide measurable analytical outcomes
Establish technology vision/ roadmap, set data governance standards & processes, and build HR capability to adopt analytical solutions with ease.
Enable descriptive analytic solutions across employee lifecycle by integrating analytics into new or existing technology platforms.
Leverage data from multiple sources to build advanced predictive and prescriptive models that address critical talent questions facing the organization.
Ensure delivery of critical business outcomes by aligning business strategies with analytics driven talent strategies.
Defining Strategy &
Identifying high Value Analytics
`
Est
abli
sh F
ou
nd
atio
nB
uil
d a
nal
yti
cs
Dri
ve
imp
act
How do we get started on People Analytics?
Which technology should we invest in and how do we drive use?
What is happening around our people/ talent and why?
What is likely to happen and what can we do to influence the future?
How do we integrate people analytic outcomes into core business decisions?
People Analytics Value Chain
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Proprietary & ConfidentialProprietary & Confidential
How do we recruit high quality employees for our pivotal employee roles?
Which employees are most likely to be successful as future leaders?
Predictive Leadership
Potential
Predictive Safety
Analytics
Risky Behavior Modeling
Predictive Attrition Risk
Modeling
Predictive Absenteeism
Predictive Retirement
Modeling
Predictive Quality of Hire
Modeling
Predictive Learning
Effectiveness
Predictive High-
Performance
Which learning programs are providing greatest returns to the organization?
Which factors predict performance and employee productivity?
Which employees are more likely to exhibit chronic absenteeism and when?
Who is likely to retire early if incentives like voluntary retirement programs are offered?
Why are employees leaving? Can we predict and mitigate future flight risks?
Which employees are likely to exhibit risky or non compliancebehavior and why?
How do we predict safety incidents and reduce costs to the employees and organization?
Predictive Pay Equity
Modeling
Are we paying equitably, and who is underpaid/ overpaid?
Applying Predictive Analytics Across the Employee Lifecycle
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Proprietary & ConfidentialProprietary & Confidential
High Frequent, Live Updating, Multi-dimensional HR Data Dashboard
Workforce
• Our turnover rate is high this year, what about our peers?
• Which exact group’s turnover rate is higher than market and should take intervention actions?
• How about key performer and key talents’ turnover rate in the market?
• How’s the talent supply across cities?
• What is peers’ headcount change?
• What is new hire pay?
Recruitment Rewards
• What is the bonus effectiveness?
• What is the relations between performance achievement and bonus payout?
Development
Retention ProductivityPivotal Roles
Historical Data
Market Data
• What is the most common development path across functions?
• What the promotion or rotation rate should be?
• What is the workforce of key functions?
• What are the supporting ratios?
• What might be the reporting layers?
• What might be the practices and management situation of pivotal roles?
• How is employee productivity comparing with peers?
• How is the E-Commerce performance comparing with peers?
Integrated Data Source With Both Internal and External Analysis
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Proprietary & ConfidentialProprietary & Confidential
Hiring Perspective
Rewards & Development Perspective
Talent Management Perspective
Organization Pulse®
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Proprietary & ConfidentialProprietary & Confidential
CEO
Does rewards investment align with business strategy, culture & performance?
CFO
How to optimize the rewards spending portfolio while driving more financial result?
CHRO
Does rewards strategy support people strategy by attracting and retaining right employee groups?
Rewards Committee
Does the level of executive pay align with that of business performance by peer group?
CXOs’ Challenge
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Proprietary & ConfidentialProprietary & Confidential
69.8%
Total Rewards ROI
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Proprietary & ConfidentialProprietary & Confidential
Total Rewards ROI
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Proprietary & ConfidentialProprietary & Confidential
Increasing Total Rewards
Value:
✓ Optimize spend
✓ Align to business
objectives
✓ Align to market data
✓ Increase engagement or
retention and align to
workforce needs
Decrease rewardEffectiveness
Increase RewardEffectiveness
Increase RewardInvestment ($)
Decrease RewardInvestment ($)
Efficient frontier
Current InvestmentCurrent Effectiveness
Risk Zone
ROIZone
Win-Win Zone
Package 3 - Point of diminishing returnsPackage 2 - More
effective, at no additional cost
Package 1 -
Reduction in spend, same effectiveness
2
1
3CFO Point
CHRO Point
Total Rewards Optimization
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Proprietary & ConfidentialProprietary & Confidential
Make DECISI NS Based On
What You KN W
Not What You FEE