AI/BI and CRM

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    AI/BI and CRM - Presentation Transcript

    1. BI in CRM Customer Relations Management
    2. BI CRM Objectives
      • Measure and Manage customer lifetime value
      • Key to sustain competitive marketplace value
      • Need robust/integrated technology
      • Employees to manage customer relations
      • Senior management buy in essential
      • Could form a BICC (communications center)
      • Process solutions to enable in depth, rapid customer data gathering and analysis
      • Exploit operational competencies to manage and grow customer value (historical, anticipated and network value)
      • Integrate these values to create a quantifiable equation and understand components that drive CRM
    3. BI CRM Implications
      • Old way : Manual searches and data entry
      • Finding documents only by words occurring in the documents
      • New way : Search web based on meanings and context rather than specific words
      • Semantic web
      • Text/data mining software can store large amounts of people/event info in TDWI facilities.
      • Similar capacity to a research librarian or intel analyst
      • Large data sets facilitate social network analysis or counter intel
      • Stepping stone to communication machine to machine, symbiosis, then singularity
    4. Key to customer spending
      • Measure lifecycle of long life customers
      • Future spending evolution
      • Improve relationship marketing decision making
      • Marketing point of view
      • Focus on new customer’s increasing /decreasing future spending from initial purchase info
      • Taxonomical granularity
      • Bayesian network classifiers to classify customer value and targeting in database
      • Probability and statistic pattern learning algorithms
      • AI/BI interface to maximize data collected
    5. Customer Lifecycle
      • AI allows for much more accurate BI in identifying the lifecycle of long life customers
    6. AI/BI vs Customer Lifetime Value
      • From a 2006 Oracle white paper
      • Company looks to balance sheets
      • Often ignore soft assets (customers)
      • Most valuable asset
      • Company’s culture vs customer relations
      • unique, long term= sustainable advantage in the marketplace
      • Most customers are poorly managed
      • Key to acquiring and cultivating long term highly profitable customer relationships is:
      • Understanding customer lifetime value
    7. Understanding this relationship
      • Quantifies and predicts profitability for customer segments, business units, products and services
      • Measure and influence factors that affect customer value over time
      • Relative costs and trade-offs to acquire, retain and grow specific customer segments
      • Develop actionable programs to maximize profitability
    8. Value of Customer Asset
      • Value of individual transactions
      • Frequency/recency of purchases
      • Cost of service
      • Need to generate rich database of customer needs and behavior
      • Invest in BI SaaS, OSS, TWDI, cloud computing, text/data mining etc..
    9. Cost of a Customer
      • Hardest most expensive sale is first one
      • Initial cost of customer and profit generated vs long term potential
    10. 2 Key Components
      • 1) Transaction Value (from historical data)
      • Can be generated from similarly segmented customer groups
      • 2) Network value- customer referals
    11. Lifetime Value Equation
    12. Transaction Value
      • Historical customer behavior: most important information
      • Understanding how the customer interacts with channels and consumes goods and services TODAY is key to FUTURE activity
    13. 3 Key Variables
      • Frequency/recency
      • Transaction size
      • Customer churn rate (loss/attrition is greatest cost to companies in lost rev and to reacquire)
    14. Evolving Habits
      • Customers mature, buying habits change
      • Increase in value if hey are measured and managed appropriately
      • Tremendous cross selling/upselling potential
      • Can reduce churn rate by satisfaction
    15. Network Value
      • Large customers can provide a feed or avenue to tap into their customers
    16. Acquisition/Retention Costs
      • Acquisition costs= tot acquisition expense divided by tot new customers
      • Vary by segment
      • Marketing cost, material/collateral, sales, channel and resource, discount and rebate
      • Failure to manage will lead to rapid failure
      • Need AI/BI to manage effectively
      • (Pets.com)
    17. Aligning Operations
      • Build customer centric operations
      • Maximize customer lifetime value
      • Organization and operations
      • Erode profits with poor distributions or product development w/o customer in mind
      • Data mining would provide info to do this right
    18. 3 Elements of Success
      • Integrate channel systems
      • Marketing and incentive programs
      • Product design strategies
    19. Integrating Channels
      • Balance customer preferences with costs of service
      • Coordinate multiple channels in the customer interaction process
      • Call center integration to improve sales and service
      • Roll of each channel to be clearly defined and measured and managed
      • Value of each subsequent customer interaction will increase to both parties
    20. Multichannel strategy works!
      • JC Penny proved it.
      • 1999 internet shoppers spent $121/yr
      • Retail only $194/yr
      • Catalog only $242/yr
      • Integrated with all three, over $1000/yr
    21. JC PENNY
    22. JC Penny results
      • By integrating channel operations to share customer information with all departments, store and catalog profits soared 83% in the third quarter 2003 year over year
      • Has been key to JC Penny’s continued success
    23. Customer incentive programs
      • DRIVES REVENUE
      • Invest heavily in marketing efforts (incentives, branding, discounts)
      • Can be a significant profit drain
      • When armed with in depth, reliable BI on revenue per customer, judicious, targeted use can increase profit per customer
      • Create tiered customer investment programs to match current and potential return generated by the customer
    24. Product Design Strategies
      • Meet needs of customers
      • Distribution channel system
      • Dell computer customization
      • UPS/Dell repair facility at SDF
      • Levi Strauss individual design
      • Engenders customer loyalty
    25. Role of Technology
      • Key factor to measure/manage lifetime value
      • Captures and stores customer interactions across all company touchpoints
      • Establishes more insightful customer segmentation schemes
      • Facilitates a more effective dialogue and experience for each relationship
    26. Tech Role Con’t
      • CRM Tech facilitates gathering and analysis for profiling and planning (AI/BI interface)
      • This is done two ways:
      • 1) Resources that interact with customers gather important customer transaction, preference and profile data through data capture fields and processes
      • 2) Analytical engines such as pattern learning algorithms and probability and statistics formulas (AI), segment and identify and analyze trends, customer behavior and preferences
      • Use to upsell/cross sell, better serve, profit
      • Meet customer needs
    27. CRM Solution
      • Each channel has a defined roll
      • All channels are seamlessly integrated
      • Can measure and manage all channel resources based on fact-based real time reporting
    28. Customer Management
      • Extract true value from customer
      • Must build process and culture to continuously monitor and manage this critical success factor
      • FedEx’s focus
    29. 4 groups of customers
      • Stable customers= very high value
      • Growing shippers= high value
      • 6 month elapsed shipping=medium
      • Seasonal=low value
    30. Stable Customers
      • 3 times the lifetime value of average customer
      • Marketing initiatives to retain this segment
      • Adopt unique marketing techniques for each segment to increase efficiency and effectiveness
    31. Senior Management
      • Must have buy in from very top
      • Mandate to monitor customer value
      • Build customer centric culture
      • Management, decision making and business strategy rigorously supported by fact based analysis
      • Use clear definitions for business, customer and product strategy
      • Use processes to facilitate customer management through related metrics (retain customers, customer acquisition investments)
    32. (Conclusion) CRM BI
      • Measure and Manage customer lifetime value
      • Key to sustain competitive marketplace value
      • Need robust/integrated technology
      • Employees to manage customer relations
      • Senior management buy in essential
      • Could form a BICC (communications center)
      • Process solutions to enable in depth, rapid customer data gathering and analysis
      • Exploit operational competencies to manage and grow customer value (historical, anticipated and network value)
      • Integrate these values to create a quantifiable equation and understand components that drive CRM
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