Title: Turning Around Your Data Quality Dilemma
1Turning Around Your Data Quality Dilemma
Track Sales/Sales Operations Executives
- Michelle Carlos, salesforce.com
- Raj Madjure, Kaiser Permanente
- Jon Halvorsen , Kaier Permanente
- James Valdovinos , Kaiser Permamente
- Rebecca Sharpe, Salary.com
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3Michelle Carlos Director of Sales Alignment
4Agenda
- The Data Quality Dilemma
- Our Story.
- Salesforce.com
- Kaiser Permanente
- Salary.com
5The Data Quality Dilemma
- Stale data
- Duplicates
- Incomplete records
- Loose processes and little oversight
- Weak linkages
6Data Quality Focus
Data Accuracy
Completeness
Consistency Efficiency
Governance
7Our DQ Story salesforce.com
8Field Operations _at_ salesforce.com
- DQ Best Practices
- Support 1000 sales personnel worldwide, assign
territories, manage quality of accounts, enforce
policy - PRODUCT(S) USED SFA, DB/Hoovers/OneSource,
ZoomInfo, Google-Apps, CRM Fusions Demand Tools
- Account Territory Design
- Data Quality of Accounts
- Account ownership disputes
- Post transaction deal analysis
- Forecasting
- Sales Policies
- Sales Headcount
- Compensation Design
- Sales Tool Support
9What my team does and why we care about Data
Quality
- WW Territory Management
- Account ownership stability
- Data Quality of all Accounts
- Duplicates are my archenemy
- Multiple creation points degrade the value of
my data - Policy Enforcement
- Sheriff No poaching on my watch
- Poor DQ, creates gray areas and makes
enforcement difficult
10Goals for the year
- Understand DQ shortfalls and create plan of
attack - Improve Account Ownership Stability
- Decrease duplicate creation of Accounts
- Delete shell accounts and unused fields
- Create Global Definitions and leverage processes
- Beef up training
INCREASE SALES EFFECTIVENESS
11Data Quality Focus
Data Accuracy
Completeness
Consistency Efficiency
Governance
12Data Accuracy
- Defined the companies Source of Truth
- Hoovers/OneSource info lessens disputes
- Automated nightly data scrubs
- Save 20 hours a week (1/2 a resource) using
Demand Tools - Update for consistency Match contact owner to
Account owner - Update Account Classification update
Segmentation Visibility - Limit Account Creation Permissions
- US/Canada/Latin America Account Executives can no
longer create accounts - Before 500 Accounts created monthly
- After lt100 Accounts created with new
process and fewer duplicates - - Support personnel,
Systems Engineers asked for the same limit - Roadmap Replicate process in Europe and Asia
13Completeness
- 1. Conducted an assessment of the data
- within our accounts and contacts
- 2. Defined what information was relevant
- 3. Implemented Validation rules and
- required fields to drive completeness
Result FY09 Sales Reps now must include
DUNS info when creating an account, valid
post code and employee count Roadmap
Leverage Platform capabilities to drive
completeness on other key objects
14Consistency and Efficiency
- Global definitions
- Hoovers/OneSource Integration
- Common naming conventions
- Sales could hit the ground running day 2 of the
new fiscal year with new territories assigned.
Thats efficiency!!
Global definitions - US - Enterpise Sales -
Territory Names
Employee count disputes can be overridden with
public documentation
Hidden info for next years assignments
15Governance
- Awareness of business issues
- Training
- Policy development
- Resource constraints
Mike Backer
Olivia Smith
Sonia Silver
Jane Wilcox
Mike Caponigro
Mike Backer
Olivia Smith
Sarah Knowles
Jane Wilcox
Mike Caponigro
Siena Del Sontro
Siena Del Sontro
Olivia Smith
Mike Caponigro
Mac Sanders
16Clean Data can help drive proper Territory
Assignments
The Account Map Tab enables SRs to assign zip
based territories within the app and match the
account with the correct segment owner
The Account Family Tab enables quick viewing of
Account Family assignments and helps with
updating family owners automatically (new hires).
17Data Quality Council
- Cross functional team focused on improving DQ
- Sponsorship by President of Sales Frank
VanVeenendaal - Drive 8 week sprint projects to improve data
- IDEAS portal capture internal DQ ideas for the
Council to consider - 1-2 Long Term Projects a year
- Automate DeDupe of Leads/Accounts/Contacts
- Eliminated 30 of unused fields on the Account
Object - Deleted 27K email templates - DeDuped
83K Contacts and 11K Accounts - Data Dictionary
that provides description on for every field
18Steps to better DQ
- 1. Start small, take time to research data
issues - 2. Get key stakeholders involved
- 3.Take time to understand the systemic data
flow issues - 4. Go to the AppExchange and download DQ
Dashboard - - It will help you identify areas youll want
to address first - 5. Prioritize and gain executive sponsorship
- - Take on projects with high visibility
19Raj Madjure Director of Sales Marketing Jon
Halvorsen Sr. Manager, Channel SystemsMarketing
Sales Systems James Valdovinos Sr. Manager,
Marketing Sales Systems
20Kaiser Permanente
- 38B company delivering an integrated health care
solution. - Kaiser Permanente's Mission KP exists to
provide affordable, high-quality health care
services to improve the health of our members and
the communities we serve. - For nearly 60 years, the name Kaiser Permanente
has stood for excellence in health care services.
Today, over 8 million people in nine states and
the District of Columbia entrust their care to
Kaiser Permanente, making us the largest
nonprofit health care organization in the United
States. - Number of Staff Members in Sales Marketing
1,500 - Number of users/accounts on Salesforce.com 890
- Unlimited Edition
- Sesame Relational Junction
- Dream Factory
- CRM Fusion Demand Tools
- Conga Merge
21How our systems are changing
- We are on a journey to move from a set of
disparate systems for each sales region, or line
of business, into an environment where the entire
sales staff is on salesforce.com - The data segregation and system integration was
so complex that the simplest requests take days
to complete
22Business Challenges Related to Data
- As we move to salesforce.com, we are dealing with
every issue in data quality - We started with very little standardization of
business rules, definition, usage, or attributes
for data - Any move towards flexibility requires a dedicated
focus on the management and governance of data,
as a corporate asset, instead of simply focusing
on implementing single top-to-bottom applications - One key area of our data quality focus is broker
data --- We started there
Trust/Confidence Relevance Interpretability Tim
eliness Accuracy Integrity Consistency Complet
eness Validity Standardization
23Brokers are Key to Our Success
- SUMMER 08 Project
- Health care costs are rising. Additionally, the
number of health insurance products is rapidly
growing. Gone from one product to over 20! - Because of the complexity and overall cost
involved in purchasing health care for employees,
more and more groups use brokers to help them
navigate the landscape. - About 90 of our new business comes from brokers.
- Our broker data is in multiple systems, each
developed for a single line of business or
region. - Our first task was to gain agreement on what a
broker was, from a data and business usage
perspective. This wasnt an easy task.
Standardization got us there!
24Once the model was in place, our first use of it
was in Salesforce CRM
KAISERs The Broker Information Model
Brokerage Brokerage Firms
Brokers Individual Brokers
Brokerage Locations The office locations of the
Brokerages. A Brokerage can have many locations
Broker Locations A Broker working for a
Brokerage at a specific location
25It Gets Complicated Quickly
- These linkages get very complex very quickly
- Many scenarios exist for linking some/all of the
Broker data to sales data - These various linkages are necessary to support
the use cases and reporting requirements - What Sales person will EVER want to maintain
this? It needs to be simpler.
26KAISERs Broker Information Model
- Attacking our DQ issues and understanding data
process flows enabled us to develop a Visual
Force Page to solve a number of business problems - Easy for sales to quickly identify potential
brokers they could work with less data entry - Linkages of redundant information across objects
is now automated through mapping. - LESS DATA ENTRY OF REDUNDANT INFO
MORE TIME TO SELL!!!
27How we implemented this in Salesforce CRM
28How we manage it
- Our Salesforce CRM dashboards for broker data
- Wall of shame helps drive the right behavior
29Tips for what people can do now
- We also like CRM Fusion
- Take advantage of Validation Rules/Required
Fields - Get your business people to agree on metrics
first - Have someone from business do data stewardship
- Incent the data quality behavior you want!
- Make sure proper data quality behavior is used in
performance reviews and for compensation.
30Rebecca Sharpe Business Analyst
31Salary.com is a leading provider of on-demand
compensation and talent management solutions
helping businesses and individuals manage pay and
performance. Salary.com's highly configurable
software applications, proprietary data and
consulting services help HR and compensation
professionals automate, streamline and optimize
critical talent management processes including
market pricing, compensation planning,
performance management, competency management and
succession planning. Built with compensation and
competency data at the core, Salary.com solutions
provide businesses of all sizes with the most
productive and cost-effective way to manage and
inspire their most important asset -- their
people.
- EMPLOYEES 420 employees
- GEOGRAPHY Global
- USERS 220, sfdc user for 6 years
- PRODUCT(S) USED SFA Enterprise Edition,
CRMFusions DemandTools, Vtrenz
32Our Data Issues
- Inconsistencies in data entry
- Typos
- Abbreviations vs. Full text
- Incomplete Records, holes in our data
- Unanswered Questions
- Laziness
- Invalid Data
- Typos
- Manual Audits of our Database
33Why we needed to change
- Inaccurate/Burdensome Reporting
- Writing report filters is tricky when data isnt
standard - Wasting time trying to get the answers we need
- Territory Alignment Challenges
- Rules difficult to assignments/Verticals (MC
notes) - Marketing to Proper Targets
- Segmentation of the database was difficult
- A need for people to trust the data
34Multi-Faceted Attack
- Systematically De-Dupe our database
- Enhanced the quality of our data by defining what
a complete record looks like - Standardized our information requirements
35De-Duping our Database
- CRMFusions DemandTools
- Defined simple rules on what consists of a
duplicate record - Made users aware of these rules
- Run the de-duplication process 1-2 times per week
36Completeness
- Made Required Fields for Key Information
- Heavy Use of Validation Rules
- Complete Address
- City Street filled out
- Two letter State
- Proper Zip Code format
- Valid country name
- Full 6 digit NAICS (industry) code
Great for Vertical assignments, Salary.com
Source of Truth
37Consistency
- Standardization of Field Values
- Picklists, Dependant Picklists
- Validation Rules on Text fields
- Automated Field Updates
- Discounting Approval
- Size Buckets
- Reporting Dashboards
- Wheres that demo I created?
- Rules ensure key stages are
Olivia Smith
Jane Wilcox
Sarah Knowles
Mike Backer
Joe Scott
Catherine McCauley
Aaron Page
Jim Carrington
Siena Del Sontro
Sonia Silver
Mike Caponigro
38Key Factors for Us
- Using DemandTools to de-dupe for the past four
years - High degree of reliability that our database is
virtually duplicate-free - Even more so now because of standard field values
- Heavily leveraging the Salesforce CRM native
functionality - Using Validation Rules since Winter 07, currently
have 40 active - Automatic Field Updates, takes the end users out
of the process (looking to expand this even more) - Saves 2-4 hours weekly of manual audits
- Marketing can better target contacts
- Saving time not having to scrub list
- Can do more targeted (and more effective)
campaigns - Still doing manual audits
- Best way to stay on top of the data
- Can look more granular, be nit-picky
- This is where I spend those 2-4 hours I saved
weekly - Salesforce CRM is our corporate system of record
39What you can do RIGHT NOW
- Visit CRMFusions booth take a demo
- Dont be scared of Validation Rules!!
- You dont need to be a programmer, just patient
- Download Useful Validation Rules PDF from
salesforce.com - Start with something easy grow from there
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