Upload
mit-sloan-management-review
View
1.930
Download
9
Tags:
Embed Size (px)
DESCRIPTION
Read the full report online or download the PDF: http://mitsmr.com/DataAnalytics2011
Citation preview
Analytics:The Widening Divide
RESEARCH REPORT
FALL 2011
FINDINGS FROM THE 2011 NEW INTELLIGENT ENTERPRISE GLOBAL EXECUTIVE STUDY AND RESEARCH PROJECT
In collaboration with
MIT SLOAN MANAGEMENT REVIEW 2011 NEW INTELLIGENT ENTERPRISE GLOBAL EXECUTIVE STUDY AND RESEARCH PROJECT
© Massachusetts Institute of Technology, 2011
FIGURE 1: Creating a Competitive AdvantageThe ability of organizations to create a competitive advantage with analytics has surged in the past 12 months.
Percentage who rated as “substantial” or “significant” (4 or 5 on a five-point scale) the level that information and analytics is able to create a competitive advantage for their organization within their industry or market
58%
37%
2011
2010 57% increase
MIT SLOAN MANAGEMENT REVIEW 2011 NEW INTELLIGENT ENTERPRISE GLOBAL EXECUTIVE STUDY AND RESEARCH PROJECT
© Massachusetts Institute of Technology, 2011
FIGURE 2: Analytics Sophistication AssessmentAnalytics competencies can be assessed by analyzing key attributes as they relate to the organization, including leaders’ reliance on fact-based decision making.
MIT SLOAN MANAGEMENT REVIEW 2011 NEW INTELLIGENT ENTERPRISE GLOBAL EXECUTIVE STUDY AND RESEARCH PROJECT
© Massachusetts Institute of Technology, 2011
FIGURE 3: Increasing Competitive AdvantageThe ability of organizations to create a competitive advantage with analytics has surged in the past 12 months.
Percentage who cited a competitive advantage using analytics
80%
65%
63%
38%
39%
37%
2011
2010Transformed
2011
2010Experienced
2011
2010Aspirational
23% increase
66% increase
5% decrease
MIT SLOAN MANAGEMENT REVIEW 2011 NEW INTELLIGENT ENTERPRISE GLOBAL EXECUTIVE STUDY AND RESEARCH PROJECT
© Massachusetts Institute of Technology, 2011
FIGURE 4: Increasing Analytic Integration Into Strategy and OperationsThe rate at which Transformed and Experienced organizations have integrated analytics into their core business strategies and operations during the past year indicates that the competitive and performance gaps between these organizations and Aspirational organizations will continue to widen.
Percentage who reported their organization had increased the level to which analytics and information was integrated into the business strategy and day-to-day operations in the past 12 months
70%
55%
34%
Transformed
Experienced
Aspirational
MIT SLOAN MANAGEMENT REVIEW 2011 NEW INTELLIGENT ENTERPRISE GLOBAL EXECUTIVE STUDY AND RESEARCH PROJECT
© Massachusetts Institute of Technology, 2011
FIGURE 5: Reliance on AnalyticsThe majority of organizations rely on analytics to make decisions about financial and operational activities, but even Transformed organizations have room to increase the use of analytics in other areas.
Percentage of respondents0
Enhance customers’ overall experience
Optimize the match of sales reps to customers
Define marketingcampaigns
Identify target customers
Allocate employees’ time and efforts
Evaluate employee performance
Establish organizational strategic objectives
Develop/refine new products or services
Streamline operational processes
Manage supply chain or logistics
Allocate annual budget
Establish financial forecasts
20% 40% 60% 80%
Percentage who indicated their organization relies on data and analytics to execute these activities (4 or 5 on a scale ranging from 1=Intuition/ Experience to 5=Data/Analytics)
Customer
HumanResources
Majority ofRespondents
Strategic
Operational
Financial
TransformedExperienced
Aspirational
MIT SLOAN MANAGEMENT REVIEW 2011 NEW INTELLIGENT ENTERPRISE GLOBAL EXECUTIVE STUDY AND RESEARCH PROJECT
© Massachusetts Institute of Technology, 2011
FIGURE 6: Focused on the Need for Speed in Decision MakingAn intense level of focus on the speed of making decisions is one area where Transformed organizations are using analytics.
Percentage who exhibited an intense level of focus on the speed of decision making, assessed by analyzing a series of questions
72%
49%
22%
Transformed
Experienced
Aspirational
MIT SLOAN MANAGEMENT REVIEW 2011 NEW INTELLIGENT ENTERPRISE GLOBAL EXECUTIVE STUDY AND RESEARCH PROJECT
© Massachusetts Institute of Technology, 2011
FIGURE 7: Focused on Identifying and Managing Enterprise RisksThe vast majority of Transformed organizations are intensely focused on using analytics to better address enterprise risks.
Percentage who exhibited an intense level of focus on using analytics to better understand and manage enterprise risks, assessed by analyzing a series of questions
86%
6%
0%
Transformed
Experienced
Aspirational
MIT SLOAN MANAGEMENT REVIEW 2011 NEW INTELLIGENT ENTERPRISE GLOBAL EXECUTIVE STUDY AND RESEARCH PROJECT
© Massachusetts Institute of Technology, 2011
FIGURE 8: Focused on Customers Transformed organizations are intensely focused on using analytics to create personalized relationships with customers.
Percentage who exhibited an intense level of focus on using analytics to better understand and connect with customers, assessed by analyzing a series of questions
62%
49%
34%
Transformed
Experienced
Aspirational
MIT SLOAN MANAGEMENT REVIEW 2011 NEW INTELLIGENT ENTERPRISE GLOBAL EXECUTIVE STUDY AND RESEARCH PROJECT
© Massachusetts Institute of Technology, 2011
FIGURE 9: Analytics CompetenciesOrganizations must master three analytics competencies to achieve competitive advantage.
MIT SLOAN MANAGEMENT REVIEW 2011 NEW INTELLIGENT ENTERPRISE GLOBAL EXECUTIVE STUDY AND RESEARCH PROJECT
© Massachusetts Institute of Technology, 2011
FIGURE 10: Key Characteristics of a Transformed OrganizationTransformed organizations rate themselves as highly effective at each of the key characteristics, represented by the percentages.
Percentage of Transformed organizations
0
Ability to analyze data
Ability to capture and aggregate data
Culture open to new ideas
Analytics as a core part of business strategy and operations
Embed predictive analytics into processes
Insights available to those who need them
20% 40% 60% 80% 100%
Percentage of Transformed organizations rating themselves as highly effective at each of the key characteristics
78%
77%
72%
77%
66%
65%
MIT SLOAN MANAGEMENT REVIEW 2011 NEW INTELLIGENT ENTERPRISE GLOBAL EXECUTIVE STUDY AND RESEARCH PROJECT
© Massachusetts Institute of Technology, 2011
FIGURE 11: Paths to TransformationExperienced organizations take either a data-centric enterprise-driven path or a skills-and-tools centric path on their journey toward analytic transformation.
Collaborative path
Specializedpath
Enterprise driven
Line-of-business
driven
Informationmanagementproficiency
Analytic skills andtools proficiency
Data-oriented culture
High
High
Low
Low
Transformed
Aspirational
Experienced
MIT SLOAN MANAGEMENT REVIEW 2011 NEW INTELLIGENT ENTERPRISE GLOBAL EXECUTIVE STUDY AND RESEARCH PROJECT
© Massachusetts Institute of Technology, 2011
FIGURE 12: Observed Competency LevelsEach path to transformation has unique strengths and weaknesses in the three competencies, which pinpoint areas for improvement and investment.
Information management
Solid information foundationStandardized data management practicesInsights available and accessible
Analysis skills and tools
Skills developed as a core disciplineEnabled by a robust set of toolsDelivers action-oriented insights
Data-oriented culture
Fact-driven leadershipAnalytics used as a strategic assetStrategy and operations guided by insights
Observed competency levels
Specialized Collaborative
MasteryRudimentary Minimal Moderate Significant
MIT SLOAN MANAGEMENT REVIEW 2011 NEW INTELLIGENT ENTERPRISE GLOBAL EXECUTIVE STUDY AND RESEARCH PROJECT
© Massachusetts Institute of Technology, 2011
FIGURE 13: Respondents Who Rate These Challenges as Extremely Difficult to ResolveChanging the way people behave and interact with one another within an organization poses a more difficult challenge than changing their tools or technologies.
Percentage who rate these challenges as extremely difficult to resolve
44%
24%
Organizational challenges
Technology challenges
1.8x more
difficult
sloanreview.mit.edu
© Massachusetts Institute of Technology, 2011