making data work: organizational practices for getting value from information
DESCRIPTION
What’s different now that data is ubiquitous? - When data is ubiquitous, using data well is essential to competitiveness - Using data well means working smarter on a daily basis (rather than “occasionally” transforming the business) - Working smarter is about using the “little” data that has become abundant to enhance both operational and strategic decision making © 2013 MIT Sloan CISR – Ross, QuaadgrasTRANSCRIPT
Center for Information Systems Research (CISR) © 2013 MIT Sloan CISR – Ross, Quaadgras
Dr. Anne Quaadgras [email protected]
Making Data Work: Organizational Practices for Getting Value from Information
February 12, 2014 SSRC Conversations on Sociotechnical Systems
This research was made possible by the support of MIT CISR sponsors and patrons. Jeanne Ross, Peter Reynolds, Barb Wixom (MIT CISR), and Cynthia Beath (University of Texas) participated
on the research team.
Center for Information Systems Research (CISR) © 2013 MIT Sloan CISR – Ross, Quaadgras 2
CISR Research Patrons
Aetna, Inc. AGL Energy Limited (Australia) Akamai Technologies Allianz Global Corporate & Specialty Allstate Insurance Co. AMP Services Ltd. (Australia) ANZ Banking Group (Australia) Australia Post Australian TaxaJon Office Banco Bradesco S.A. (Brazil) Banco do Brasil S.A. Banco Santander (Spain) BBVA (Spain) Bemis Company, Inc. Biogen Idec BNP Paribas (France) BNY Mellon BP (U.K.) BT Group (U.K.) Canada Pension Plan Investment Board Canadian Imperial Bank of Commerce Capital One Services, LLC CareFirst BlueCross BlueShield Caterpillar, Inc. Chevron Corp. CHRISTUS Health Chubb & Son
Cielo (Brazil) Coles (Australia) Commonwealth Bank of Australia Credit Suisse (Switzerland) Dunkin’ Brands DWS (Australia) Eaton Vance Management EMC Corp. Equinox Ltd. (New Zealand) ExxonMobil Global Services Co. Ferrovial (Spain) Fidelity Investments FOXTEL (Australia) France Telecom Hitachi, Ltd. (Japan) Holcim Brasil S.A. HSBC Bank plc (U.K.) IBM CorporaJon ING Direct Spain Insurance Australia Group Itaú – Unibanco S.A. (Brazil) Johnson & Johnson Leighton Holdings Ltd. (Australia) Level 3 CommunicaJons LKK Health Products Group Ltd. (HK, China)
MAPFRE DGTP (Spain)
MetLife New Zealand Govt.—GCIO Office Nomura Research InsJtute, Ltd. (Japan) Northwestern Mutual Origin Energy (Australia) Parsons Brinckerhoff PepsiCo Inc. Principal Financial Group, Inc. Raytheon Company Reserve Bank of Australia Royal Bank of Canada Schneider Electric Industries SAS Standard & Poor’s State Street Corp. Swiss Reinsurance Co. Ltd. (Switzerland)
TD Bank (Canada) Teck Resources Ltd. (Canada) Telstra Corp. (Australia) Tenet Health Tetra Pak (Sweden) TransUnion LLC Trinity Health U.S. Dept. of Health & Human Services Unum Group USAA VF CorporaJon Westpac Banking Corp. (Australia) World Bank
MIT CISR gratefully acknowledges the support and contribu<ons of its Research Patrons and Sponsors.
The Boston ConsulJng Group, Inc. Gartner, Inc.
Microsoa CorporaJon Oliver Wyman, Inc.
Tata Consultancy Services
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What’s different now that data is ubiquitous?
§ When data is ubiquitous, using data well is essential to competitiveness
§ Using data well means working smarter on a daily basis (rather than “occasionally” transforming the business)
§ Working smarter is about using the “little” data that has become abundant to enhance both operational and strategic decision making
Center for Information Systems Research (CISR) © 2013 MIT Sloan CISR – Ross, Quaadgras 4
EVIDENCE BASED MANAGEMENT
CULTURE § Strategic Experiments
§ Customer Segmentation/ Mass Customization
§ Process Optimization
§ Business Intelligence and Analytics
§ Single Source of Truth
§ Business Ownership of Information
Working smarter entails culture change
Relationships depicted in this graphic are indicative of findings in three MIT CISR studies: Enterprise Architecture as Strategy, IT Savvy, and the MIT CISR Value Framework.
Efficiency
Strategic Agility
§ Scalability
§ Common Processes
§ Single Face to Customers
§ Component Reuse
DISCIPLINED PROCESS CULTURE
§ Straight-through Processing
CULTURE OF HEROICS
§ Task Automation
IT Solutions Digitized Working Platforms Smarter
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IT’s role is necessary but not sufficient
§ Working smarter: an organization-wide habit of using data from a digitized platform to optimize each individual’s contribution to enterprise business objectives (i.e., use people’s smarts more effectively)
IT Solutions Digitized Platform The Smart Organization
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Operational decisions execute strategy: Three keys to effective operational decisions
§ Single source of truth – The sole accepted reference for decision-making and performance
management data – Declare it
§ Scorecards – Summary of daily operational activities capturing the activities that
best predict short- and long-term firm performance; serves as daily feedback on individual performance
– Emphasize daily feedback
§ Business rules – Specified actions, proven to be successful in meeting strategic
objectives, that address a given business circumstance – Assign owners
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People Working Smarter
How to work smarter: Key requirements
Source: J.Ross, C. Beath, K. Johnson, “Driving Value from the Data Deluge: Lessons from PepsiAmericas,” MIT CISR Research Briefing, Vol. X, No. 3, March 2010.
§ Establish and track daily metrics
§ Clarify roles
Single Source of Truth
Management of Business Rules
Scorecards and Accountability Structure
§ Standardize data § Optimize process § Provide operational data
§ Find § Automate § Analyze § Improve
Talent Cultivation
§ Coach decision makers § Give feedback § Hire and develop talent
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How Allstate builds the smarter workforce
Source: Ross, J. W. and A. L. Quaadgras (2011). "Working Smarter: The Next Change Management Challenge." MIT CISR Research Briefing 11(1): 1-4.
[1a] Design business rules to work within NextGen
[7b] Improve rules based on analytics
[1b] (Re)design processes & metrics to work within NextGen
[4] Create processor teams [7a] Improve processes based
on analytics
People Working Smarter
Single Source of Truth
Management of Business Rules
Scorecards and accountability structure
[2] Build NextGen platform & single data repository
[5] Build analytics team, tools, processes and standards
[6] Create standard and ad hoc analytics reports
[3] Initial training & coaching [8] Ongoing coaching on new
processes and rules
Talent Cultivation
Center for Information Systems Research (CISR) © 2013 MIT Sloan CISR – Ross, Quaadgras
Working Smarter is profitable
-0.5
0
0.5
1
1.5
2
2.5
3
3.5
4
3.6% above
average 0.3% below
average
Net Margin (%)
MIT CISR Value Framework Survey, N = 212, Top Performer = Top quartile of Net Margin, adjusted for industry. Working Smarter is calculated by averaging 11 items. Mean Working Smarter Score = 65%
Bottom Quartile on Working Smarter (Score = 45%)
Top Quartile on Working Smarter (Score = 84%)
Industry-adjusted Average
Center for Information Systems Research (CISR) © 2013 MIT Sloan CISR – Ross, Quaadgras
Assessment questions:
a. Do findings from post-implementation review inform future projects?
b. Are key stakeholders engaged in major projects as needed throughout a project lifecycle?
c. Have business leaders accepted ownership of key data?
d. Is there a digitized platform(s) that supports the enterprise’s key business processes?
e. Is there a data asset specifying enterprise master data, transaction data, and historical data?
f. Do you rely on a single source of truth for data?
g. Do you empower operational decision makers with clear business rules?
h. Do you create and revise business rules based on business analytics?
i. Do you empower operational decision makers with useful information?
j. Does feedback relate individuals’ actions to the enterprise’s goals (e.g., scorecards, sales/profit reports)?
k. Do employees openly discuss and work together on risks?
In your enterprise, to what extent (not at all ….. to a great extent):
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Useful steps in creating a culture of working smarter § Optimize processes that capture data
– SEC revamps Tips, Complaints, Referrals § Identify “sacred data”
– Southwest Airlines focuses on customer reservation § Ensure world class stewardship
– PepsiAmericas establishes revolving data governance § Identify customer segments
– Foxtel rethinks product design/marketing § Automate business rules
– Citrix’s rules engine § Track operational performance
– Insurance claims processing analysis exposes many variations § Digitize feedback
– Protection One creates a daily scorecard § Enhance visualization
– Guess reimagines how to present top sellers to decision makers
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References § Ross, J. W., C. M. Beath, and A.L. Quaadgras (2013). "You May Not Need
Big Data after All." Harvard Business Review 91(12): 90-98. § Ross, J. W. and A. L. Quaadgras (2012). "How Business Rules define your
business strategy." MIT CISR Research Briefing 12(12): 1-4. § Ross, J. W. and A. L. Quaadgras (2011). "Working Smarter: The Next
Change Management Challenge." MIT CISR Research Briefing 11(1): 1-4. § Ross, J. W., C. M. Beath, and K. Johnson (2010). “Driving Value from the
Data Deluge: Lessons from PepsiAmericas,” MIT CISR Research Briefing, 10(3).