The Search for a Holy Grail: Best Practices for Defining KPIs

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The Search for a Holy Grail: Best Practices for Defining KPIs (Selected Slides)

Kent Bauer Partner and Managing Director The Performance Group Data Warehousing & BI Conference Orlando, Florida September 29, 2005

The Agenda • The KPI Impact Cycle • KPIs - Challenges and Best Practices -

The Culturalization Roadblock The Stakeholder Conundrum The Alignment Albatross The Balancing Quandary The Causality Concordance The Metrics Malaise The Prioritization Perplexia The Definitional Dyslexia The Cascadation Cornucopia The Visualization Vicissitudes The Framework Quagmire

• Conclusions and Resources © 2005 The Performance Group

Page 2

Key Performance Indicators Key Performance Indicators (KPIs) are the measurement tool for capturing and measuring business performance Challenges in Developing Effective KPIs 9 How many KPIs should you have? 9 How often should you measure the KPIs? 9 Which KPI dimension format is appropriate? 9 What KPI values should you use as targets/thresholds? 9 How do you insure the KPIs reflect strategic drivers? 9 Are the KPIs directly controllable and manageable? 9 Do you need KPIs at all levels of the organization? 9 How do you differentiate enterprise-wide from departmental KPIs? 9 How should the KPIs be visually displayed? 9 Do you have the data and infrastructure to support the KPIs? © 2005 The Performance Group

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Key Performance Indicators Key Performance Indicators are the measurement tool for tracking and managing business performance Key Performance Indicators - are quantitative or qualitative measures which reflect the performance of an organization in achieving its goals and strategies - reflect strategic value drivers rather than just measuring non-critical business activities and processes - align all levels of an organization with clearly defined and cascaded targets to create accountability and track progress - accelerate seamless and collaborative planning across the value chain and down through the organization Key

- focus on critical business activities and processes – realize not all metrics are KPIs

Performance

- develop metrics that measure performance – avoid effectiveness vs. efficiency dichotomy

Indicator

- measure business activities and processes that are controllable – separate cause from outcome measures

© 2005 The Performance Group

Page 4

Best Practice #3

The Alignment Albatross

Challenge – Create alignment between strategic value drivers and KPIs Best Practice – Balanced Scorecard provides an effective alignment framework

Vision

What we want to be in the future

Strategy

How we intend to accomplish our vision

Objectives Critical Success Factors Key Performance Indicators Key Initiatives

© 2005 The Performance Group

What must we complete to move forward What areas must we focus on to achieve our vision What are our metric indicators of success What action programs will achieve our performance goals

Page 5

Best Practice #3

The Alignment Albatross

Challenge – Create alignment between strategic value drivers and KPIs Best Practice – Balanced Scorecard provides an effective alignment framework

Perspective

Shareholder Value

Productivity Strategy

Financial

Improve Cost Structure

Growth Strategy

Increase Asset Utilization

Expand Revenue Opportunities

Product / Service Attributes

Enhance Customer Value

Relationship

Image

Customer Perspective

Process Perspective

Learning and Knowledge Perspective

Price

Quality

Availability

Selection

Functionality

Service

Partnership

Brand

Operations Management Processes

Customer Management Processes

Innovation Processes

Regulatory and Social Processes

Processes that produce and deliver products and services

Processes that enhance customer value

Processes that create new products and services

Processes that improve communities and the environment

Human Capital • Skills • Training • Knowledge

+

Information Capital • Systems • Data Repository • Networks

+

Organization Capital • Culture • Leadership • Teamwork

Source: Strategy Maps by Robert Kaplan and Avid Norton

© 2005 The Performance Group

Page 6

Best Practice #3

The Alignment Albatross

Challenge – Create alignment between strategic value drivers and KPIs Best Practice – Balanced Scorecard provides an effective alignment framework

Statement of what strategy must achieve

Objectives

Customer

• Increase Customer Loyalty

Perspective

How success in achieving the strategy will be measured

The level of performance or stretch goal required

KPI Metrics

KPI Targets

• Wait time for preferred customers service response

• Reduce waiting time for most profitable customers to less than ten seconds

Key action programs required to achieve targets

KPI Initiatives • Implement preferred customer service program

Source: Strategy Maps by Robert Kaplan and Avid Norton

© 2005 The Performance Group

Page 7

Best Practice #4

The Business User Dilemma

Challenge – Business users require tailored information and delivery solutions Best Practice – Profile business needs of myriad user communities with “VOC”

Strategic Planning

- Enterprise data - Consistent GUI - Industry drivers - Enterprise KPIs

Executives Functional Managers

Tactical Analysis

- Enterprise and LOB data - Scenario and simulation - History and forecasts - Domain specific KPIs

LOB Managers - LOB data - Drill-down option - Business trends - LOB KPIs

Operational Decisions Summarized © 2005 The Performance Group

Data Granularity

Operational Managers Operators

- Process data - Real time - Feedback loops - Operational metrics

Detailed Page 8

Best Practice #8

The Reduction Malady

Challenge – Separate “critical few” KPIs from “trivial many” all purpose metrics Best Practice – Detect congruent metrics using correlation analysis Web Metrics vs. Financials Correlation Matrix

Finance

Visitors Views

Web Metrics

Capital Efficiency

Operating Income

Banners

.7

.8 .9

.5

.9 .6

• level of magnitude • directional impact

.7

.5

Revenue

.7

.5

.5

.5

.9

.5

.8

.7

.8

.6

.8

Paths

.6

.7 .5

Banners

Page Views and Stickiness - high positive correlation © 2005 The Performance Group

Page Views

.7

Page Views

Capital Efficiency

Conversions .6

Frequency

Operating Income

Revenue

.7

Click-through Count

Conversions

.5

Correlation Measures:

.5

Visit Types

Stickiness

Stickiness

Frequency

Click-through Count

Session Count

Finance

Paths

Traffic

-

Visit Types

Session Count

Web Metrics

.6

Revenue and Banners - no correlation

.6

.6

.2 .6

.5 .6

.9

.8

.5

.7

.6

.2 .6

.6

Revenue and Stickiness - high positive correlation

Page 9

Best Practice #11

The Definitional Dyslexia

Challenge – Eliminate inconsistent definitions for enterprise metrics Best Practice – Utilize “KPI CRM Profiler” to create comprehensive definitions KPI CRM Profiler Measure Name: Measure Number: Measure Owner:

Customer Cross-sell Index C01 Kevin Atkins

Perspective

Customer Revenue Growth Increase Customer Cross-sell

Perspective: Strategy: Objective:

Family

…

Financial

;

Customer

…

Internal Process

…

Learning & Growth

… … ; … … …

Cost Savings Cycle Time Growth Innovation Process Efficiency Productivity

… … … … … …

Formula

Category Profitability Quality Resource Utilization Technology Timeliness Other

… … … ; … …

Direct Percent Ratio Index Composite Statistical

Customer Cross-sell Index: Divide number of products sold by the number of customers purchasing a product in the last two years

Focus • Time Horizon

; Long Term … Short Term

• Indicator

; Lead … Lag

• View

; Internal … External

• Planning

; Strategic … Tactical … Operational

• Type

… Qualitative ; Quantitative

• Level

… Process ; Outcome

• Purpose

; Planning … Control … Trending … Diagnostic … Baseline

Data Profile • Data Owner:

Charles Sebring

• Data Collector:

Jim Darcy

• Data Source:

Data is provided from CAPTURE Marketing System which tracks products purchased by customers

• Data Quality

; High … Medium … Low

• Polarity

; High is Good … Low is Good

• Frequency

… Real Time … Hourly … Daily … Weekly ; Monthly … Quarterly

Benchmarks and Targets • Baseline:

Global company standard Cross-sell Index = 2.20 (Q3 2005)

• Target Rationale:

Meeting our revenue growth goals is contingent on increasing customer share of wallet

• Targets

Q3 2005 – 2.20 Q2 2005 – 2.00 Q1 2005 – 1.85 Q4 2004 – 1.65

• Initiatives 1) Target Promotion Campaign 2) Portfolio Product Offerings 3) Service Center Training

Source: (see article: “The KPI Profiler: CRM Case Study” - DM Review Magazine - November, 2004 - Kent Bauer)

© 2005 The Performance Group

Page 10

Best Practice #12

The Cascadation Cornucopia

Challenge – Create KPIs that can be cascaded throughout the organization Best Practice – KPIs require normalization to be comparable organization-wide CORPORATE BPM Dashboard Strategic Themes 1. 2. 3. 4. 5. 6. 7. 8.

Customer Satisfaction Revenue Growth Profitability Market Share Brand Recognition Employee Retention Asset Utilization Employee Development

KPI Normalization

Measures

• • • • • • • •

xxx xxx xxx xxx xxx xxx xxx xxx

by number of employees by number of transactions by number of units produced by square footage of facility by dollars in assets required by dollars of capital invested by number of sales reps by number of managers

Division

LOB Scorecards

Department Team

Support Units © 2005 The Performance Group

Page 11

The Visualization Vicissitudes

Best Practice #13

Challenge – The presentation of KPIs must be visually intuitive and succinct Best Practice – Selection of appropriate graphics and context are essential

summary DESCRIPTION of Key Performance Indicator

normalized INDEX built from weighted data

DATA filtered to eliminate anomalies selected TIME HORIZON for analysis is variable

1

2

5

latest STATUS captures recent progress

6

focused TARGET provides measurable goal

7

historic BASELINE anchors perspective

8

directional POLARITY INDICATOR provides compass

3

4

Source: performancesoft

© 2005 The Performance Group

Page 12

Best Practice #14

The Framework Quagmire

Challenge – Select appropriate KPI visualization and analysis framework Best Practice – Match framework to functional business requirements Performance Map Example

metrics ALIGN and CASCADE throughout organization

color THRESHOLDS Indicate metric status

1

2 4

3

© 2005 The Performance Source: performancesoft

Group

indicator FLAGS highlight status In cascaded metrics

KEY PERFORMANCE INDEX (KPI) measures critical business activities and processes

Page 13

Conclusions Challenges #1 #2 #3 #4 #5 #6 #7 #8 #9 #10 #11 #12 #13 #14 #15 -

© 2005 The Performance Group

The Culturalization Roadblock The Stakeholder Conundrum The Alignment Albatross The Business User Dilemma The Balancing Quandary The Causality Concordance The Metrics Malaise The Reduction Malady The Prioritization Perplexia The Metrics Menagerie The Definitional Dyslexia The Cascadation Cornucopia The Visualization Vicissitudes The Framework Quagmire The Information Refinery Enigma

Best Practices - Briefings / Workshops - Stakeholder Matrix - Balanced Scorecard - Voice of Customer - Dimension Profiling - Fishbone Diagram - Econometric Models - Correlation Analysis - QFD Framework - Metrics Paradigm - KPI Profiler - Normalization - Graph Profiler - Framework Alignments - Infrastructure Integration

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