matrix analysis - transportation intermediaries association · pdf filematrix analysis: the...
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Matrix Analysis:The Ultimate Diagnostic Tool
TIA 2016
Capital Ideas Conference & Exhibition
April 6 9, 2016
San Antonio, TX
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Seminar Outline:The Evolution of your Business!
• Introduction
• Business Metrics
• Business Analytics
• Business Matrix
• “Big Data”
• How to attack the problem
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Introduction
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Sources:
• Marketing Metrics: The Definitive Guide to Measuring Marketing Performance, 2nd Edition (2012), Ferris, Bendle, Pfiefer, Reibstein, Prentice Hall (used $19.95)
• Measuring Marketing: 110+ Key Metrics Every Marketer Needs(2013), Davis, Wiley (new $68.25)
• SAS Institute (www.sas.com)
• Gartner Research
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Theory
Practice
Tautology
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The world has changed. There are far more choices, but there is less and less time to sort them out.
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Amount of Data
Time
Choices
Inertia
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Critical Insights on Strategic Planning
• By 2018, most business users and analysts in organizations will have access to self-service tools to prepare data for analysis.
• By 2018, most stand-alone self-service data preparation offerings will either have expanded into end-to-end analytical platforms or been integrated as features of existing analytics platforms.
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Business Metrics
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Metrics:
The Opportunity
• 1.5M data savvy managers and 140,000 - 190,000 more deep analytical talent positions are needed for the US to take full advantage of the big data opportunity. (McKinsey, 2011)
• Retailers can gain a 60% potential increase in operating margins by understanding big data. (McKinsey, 2011)
• 90% of the data in the world today has been created in the last two years. (IBM 2014)
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Metrics are continually broken down into more discrete units of analysisExamples: $ / % - Margin Average (Total Load #)
$ / % - Margin per service (TL / LTL / IM),type of equipment (Van/Reefer/Flat/OS/OD)
$ / % - Margin per broker
$ / % - Margin per lane
$ / % - Margin per customer
$ / % - Margin per customer per lane
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Business Analytics
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What is a Business Analytics?
•Business Analytics is the study of data through statistical and operations analysis, the formation of predictive models, application of optimization techniques and the communication of these results to customers, business partners and colleague executives. It is the intersection of business and data science.
New York University – Stern School of Business
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Set the variables for analysis
* Vp = Volume(plan) * Va = Volume(actual)
* Pp = Price(plan) * Pa = Price(actual)
* MDp = Market Demand(plan)
* MDa = Market Demand(actual)
* Cap =Variable Cost(plan) * Ca = Variable Cost(actual)
* MSp = Market Share(plan)
* MDa = Market Share(actual)
* Mp = Margin(plan) * Ma = Margin(actual)
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Net Marketing Contribution
NMC(actual)-NMC(plan)
(Va X Ma) – MEa – (Vp X Mp) - MEp
(52.9 k X 8) – 90 k – (50 k X 10) – 80 k$333.2k - $420 k
Volume Variance
Mp (Va – Vp)10(52.9 k – 50 k)
=+$29,000
Marketing Exp.
Variance(MEa – MEp)
=-($90k - $80k)=-$10,000
Margin Variance
Va(Ma-Mp)52.9 k (8-10)
=-$105,800
Demand Variance
Mp X MSp(MDa – MDp)10 X 0.25(230 k – 200 k)
=+$75,000
Share Variance
Mp X MDa(MSa – MSp)10 X 230 K(0.23 – 0.25)
=-$46,000
Price Variance
Va(Pa – Pp)52.9 k(15-16)
Cost Variance
Va(Cp – Ca)52.9 k(6-7)
=-$52,900
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Business Matrix
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What is a Business Matrix?
• A Business Matrix is essentially a plot on a two-dimensional plane according to how well they meet customers' key requirements. You can do this by drawing two lines in the form of a cross.
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The Matrix: The Most Common Forms
•Strategic Issues
•Organizational Issues
•Products & Services
•Customer
•Sales
•Pricing
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Ansoff’s Opportunity Matrix
MarketPenetration
MarketDevelopment
Product Development
Diversification
Increase market share among
existing customers
Attract new customers to
existing products
Introduce new products
into new markets
Create new products for
present markets
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Present Market
New Market
Present Product New Product
Product DevelopmentStarbucks develops powdered instant coffee called Via.
Market PenetrationStarbucks sells more coffee to customers who register their reloadable Starbucks cards.
Market DevelopmentStarbucks opens stores in Brazil and Chile
DiversificationStarbucks launches Hear Music and buys Ethos Water.
Ansoff’s Opportunity Matrix
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Innovation Matrix
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23
Boston Consulting Group (BCG) Portfolio Matrix
Dog
Question Mark
Star
Cash CowPortfolio
Matrix
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BCG Portfolio MatrixMARKET SHARE DOMINANCE
HIGH LOWM
AR
KE
T G
RO
WT
H R
AT
E
LO
W
H
IGH High growth
Market leaders
Require cash
Low growth
High market share
High cash flow
Low growth
Low market
Poor cash flow
High growth
Low market share
Need cash
Poor profit margins
$
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Portfolio Matrix Example
Chapter 2 Version 6e 25
Mobile
Computing
Device (STAR)
Laptop Computer
(PROBLEM CHILD)
Tablet (CASH COW) Personal
Computer
(DOG)
MA
RK
ET
GR
OW
TH
RA
TE
LO
W
HIG
H
MARKET SHARE DOMINANCE
HIGH LOW
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© 2016 Cengage Learning. All Rights Reserved.
26
Portfolio Matrix Strategies
Divest
Harvest
Build
Hold
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© 2016 Cengage Learning. All Rights Reserved. 27
Cautiously Invest Invest/Grow Invest/Grow
Harvest/Divest Cautiously Invest Invest/Grow
Harvest/Divest Harvest/Divestt Cautiously Invest
Low
Me
diu
mH
ig
h
Low Medium HighMar
ket
attr
acti
ven
ess
Business Position
General Electric Model
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“Big Data”
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What is a Big Data?
•Big data is a term that describes the large volume of data – both structured and unstructured – that inundates a business on a day-to-day basis. But it’s not the amount of data that’s important. It’s what organizations do with the data that matters. Big data can be analyzed for insights that lead to better decisions and strategic business moves.
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Big Data is NOT that old!
Source: SAS Institute
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SAS Institute’s Outline of Big Data
• Volume. Organizations collect data from a variety of sources, including business transactions, social media and information from sensor or machine-to-machine data.
• Velocity. Data streams in at an unprecedented speed and must be dealt with in a timely manner. RFID tags, sensors and smart metering are driving the need to deal with torrents of data in near-real time.
• Variety. Data comes in all types of formats – from structured, numeric data in traditional databases to unstructured text documents, email, video, audio, stock ticker data and financial transactions. (Doug Laney, 2000)
Source: SAS Institute
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Source: SAS Institute
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How do I get over the fact that I can’t “trust the data” and how to “do the math?”
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“How do I attack the problem?”
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Step One:Organize your Business
Analytics Team
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Business Analytics Team
• CEO
• COO
• CIO
• CFO
• Sales Manager
• HR
• Outside Members (Design, Statistics, Software, etc.)
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Step Two:Categorize and Define
your Questions?
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Business activities
Focus for success
Short term Medium term Long term
Objectives Short-term profit Medium-term profit Innovation
Management focus Productivity Beat competition New product/markets
Target market Existing customers Competitor's customers New customers
Energy directed at Your Team Competition The unknown future
Differential advantage Cost control Segmentation (Niche) (Niche) Differentiation
Key component of mix Price Promotion/place Product (service) offering
Organizational culture Financial Marketing (Sales) Entrepreneurial
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Business activities
Focus for success
Short term Medium term Long term
Objectives Short-term profit Medium-term profit Innovation
Management focus Productivity Beat competition New product/markets
Target market Existing customers Competitor's customers New customers
Energy directed at Your team Competition The unknown future
Differential advantage Cost control Segmentation (Niche) Differentiation
Key component of mix Price Promotion/place Product (Services)
Organizational culture Financial Marketing Entrepreneurial
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Business activities
Focus for success
Short term Medium term Long term
Objectives Short-term profit Medium-term profit Innovation
Management focus Productivity Beat competition New product/markets
Target market Existing customers Competitor's customers New customers
Energy directed at Your team Competition The unknown future
Differential advantage Cost control Segmentation (Niche) Differentiation
Key component of mix Price Promotion/place Product (Services)
Organizational culture Financial Marketing Entrepreneurial
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Business activities
Focus for success
Short term Medium term Long term
Objectives Short-term profit Medium-term profit Innovation
Management focus Productivity Beat competition New product/markets
Target market Existing customers Competitor's customers New customers
Energy directed at Your team Competition The unknown future
Differential advantage Cost control Segmentation (Niche) Differentiation
Key component of mix Price Promotion/place Product (Services)
Organizational culture Financial Marketing Entrepreneurial
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Business activities
Focus for success
Short term Medium term Long term
Objectives Short-term profit Medium-term profit Innovation
Management focus Productivity Beat competition New product/markets
Target market Existing customers Competitor's customers New customers
Energy directed at Your team Competition The unknown future
Differential advantage Cost control Segmentation (Niche) Differentiation
Key component of mix Price Promotion/place Product (Services)
Organizational culture Financial Marketing Entrepreneurial
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Business activities
Focus for success
Short term Medium term Long term
Objectives Short-term profit Medium-term profit Innovation
Management focus Productivity Beat competition New product/markets
Target market Existing customers Competitor's customers New customers
Energy directed at Your team Competition The unknown future
Differential advantage Cost control Segmentation (Niche) Differentiation
Key component of mix Price Promotion/place Product (Services)
Organizational culture Financial Marketing Entrepreneurial
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Business activities
Focus for success
Short term Medium term Long term
Objectives Short-term profit Medium-term profit Innovation
Management focus Productivity Beat competition New product/markets
Target market Existing customers Competitor's customers New customers
Energy directed at Your team Competition The unknown future
Differential advantage Cost control Segmentation (Niche) Differentiation
Key component of mix Price Promotion/place Product (Services)
Organizational culture Financial Marketing Entrepreneurial
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Business activities
Focus for success
Short term Medium term Long term
Objectives Short-term profit Medium-term profit Innovation
Management focus Productivity Beat competition New product/markets
Target market Existing customers Competitor's customers New customers
Energy directed at Your team Competition The unknown future
Differential advantage Cost control Segmentation (Niche) Differentiation
Key component of mix Price Promotion/place Product (Services)
Organizational culture Financial Marketing Entrepreneurial
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Examples: Business Intelligence Questions
• Who are the top fifteen customers shipping out of Texas?
• How much has lane volume increased from Texas to California by quarter for each of the last five years?
• What are the top twenty lanes by volume (#), percentage (%), and dollars ($) out of Texas? New or organic growth?
• How many salespeople do we need to hire next year to achieve a 27% growth rate? And what would it cost?
• Based on sales turnover (HR) and sales ready metrics (margin $, loads, time) how quickly does a sales rep become profitable?
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Examples: Business Intelligence Questions
• How much does a single percentage point decrease in “one and done” carrier percentage increase our net?
• How much does a single percentage point increase in carrier reloads with carriers doing more than 20 loads a year with us increase our net?
• What three product commodities have show the latest growth in the last quarter? Half year? Year? Three years?
• Which accounts have the highest/lowest transaction costs?
• What commodities are showing greater growth than three years ago?
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Step Three:Build a set of sample
Matrices
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Product (Service) x Market Analysis
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Case Study: A simple starting point
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Case Study: A simple starting point
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Step Four:Determine if your Data is
Structured or Unstructured
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Structure of Data
•Structured: Is the data collected daily, weekly, monthly in a computerized data base?
•Unstructured: Email, video, social media.
•Unstructured: Is the data available, in a computer data base, but not in the format we need?
•Unstructured: Is the data available, but NOT in a computer data base?
•Unstructured: Is the data not available currently, but could be collected?
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Step Five:Determine which software
you are going to use to analyze the data?
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Software Options• Excel
• Minitab (www.minitab.com)
• SAS (www.sas.com) SAS Institute
• SPSS (www.ibm.com)
• Business Intelligence Tools• SAS• Birst• Qlik View• Cognos - IBM
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www.sisense.com/whitepapers/qlikview-bi-evaluation
4 STEPS TO SUCCESSFULLY EVALUATING BI SOFTWARE
• Inside the Whitepaper:
1. The differences between business intelligence software stacks
2. Project-specific vs solution-oriented approaches
3. How to choose an alternative that fits your business model
4. Tips for an effective proof of concept (POC)
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Gartner White Papers (www.gartner.com)
Critical Capabilities for Business Intelligence and Analytics Platforms (10 March 2016 | ID:G00278437)
Magic Quadrant for Business Intelligence and Analytics Platforms (04 February 2016 | ID:G00275847
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Source: Gartner Research
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Business Intelligence
• Business intelligence (BI) is a technology-driven process for analyzing data and presenting actionable information to help corporate executives, business managers and other end users make more informed business decisions
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© 2016 Cengage Learning. All Rights Reserved.
61
Competitive Advantage Using Matrix Analytics
Niche
Cost
Product/Service Differentiation
Types of Competitive Advantage
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© 2016 Cengage Learning. All Rights Reserved. 62
Techniques for Effective Strategic Planning
Effective Strategic Planning
Continual
attentionCreativity
Management
commitment
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Summary of Business Benefits:
• Increased revenue
• Better, faster decisions
• Business benefits — customer satisfaction
• Reduce IT head count
• Reduce line-of-business head count
• Reduce external IT costs
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Summary of Business Benefits:
• Reduce other non-IT costs
• Expand types of analysis
• Make better insights available to more people
• Link KPIs to corporate objectives
• Monetize data
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Matrix Analysis
RESOURCES &
OBJECTIVES
MATRIX
ANALYTICS
LONG RUN
PROFITABILITY
AND GROWTH
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Critical Insights on Strategic Planning
• “By 2018, data discovery and data management evolution will drive most organizations to augment centralized analytic architectures with decentralized approaches.
• Through 2017, less than 40% of self-service business intelligence initiatives will be governed sufficiently to prevent inconsistencies that adversely affect the business.
• By 2020, 80% of all enterprise reporting will be based on modern business intelligence and analytics platforms. The remaining 20% will still be on IT-centric, reporting-based platforms because the risk to change outweighs value.”
Source: Gartner Research Report
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Opportunity or Problem?
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Or will you use your data and turn it into something else?