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Using Analytics to Increase
Efficiencies of Portfolio
Growth and Management
Cindy McGirk, RN, MBA, JD
Manager, Strategic Initiatives
H. Lee Moffitt Cancer Center Foundation
Michael C. Hibler, MPA
Sr. Associate Director of Development
The Johns Hopkins Kimmel Cancer Center
Johns Hopkins Kimmel Cancer Center
Matrix Cancer Center in Baltimore, MD
6,000 New Patients / 72 inpatient beds
7 Fundraisers / 1 Professional Support / 4 Admin
FY 13 - $98M
Raised over half of $500M Campaign 2010-2017
H. Lee Moffitt Cancer Center
“Stand-Alone” NCI Comprehensive Cancer Center in Tampa,
Florida
More than 17,500 new patients (FY13)/206 Inpatient beds
Goal FY14 $23.3 Million
$300 Million Comprehensive Campaign
Mission: “…to contribute to the prevention and cure of
cancer…”
Moffitt Cancer Center Foundation
 Vice President
4 Management Team (3 with revenue goals)
5 Gift Officers (3 MGO, 2 PGO)
1 Annual Fund/Direct Mail Staff
2 Grant Writers (1 PT)
1 Prospect Research/Development Staff
3 Special Events Staff
5 Operations/Data Analyst Staff
3 Support Staff
25 TOTAL
Overview
Introduction to analytics
Mythology around big data/predictive modeling
Analytics as philanthropic opportunity
Utility of analytics based on program
Analytics
All about analysis
Putting data into decision making
• Business Intelligence
Replaces “I think…”
Big Data & Predictive Modeling
Big data is normal data
Is your data good?
Ask a question of your data – data mining
Predictive Modeling – scoring data
Predictive Modeling
Identify patterns in data
Strength of variables and correlation -quantitative
There is a correlation between years on file, frequency of giving, lifetime giving
amount, and whether a donor is likely to lapse. The stronger the correlation between
variables, the more likely that the model will predict the outcome correctly.
Causation and human element – qualitative
Taller people make more money. If we ran an analysis of this, we would find that there
is a high correlation between taller heights and higher incomes. This does not mean
that height causes higher incomes, but more likely that the largest population of
unemployed in the United States are children, and children tend to be shorter than
adults. It is better and more accurately correlated with age.
Philanthropic Opportunity
Build it, Buy it, or Borrow it
Find new donors
• Campaign analysis
Segment donors
• Annual / direct mail / social media
New way to visualize data
Case Study – Direct Mail
Comprehensive Direct Mail Program
FY13 -
• $735K gross
• 12,000 total gifts
Case Study – Direct Mail
Donor loyalty
• 10+ lifetime gifts
• Lifetime revenue of $100-$4,999
• Largest gift of $99.99 or less
• Most recent gift between August – December, 2013
• First gift 6 or more years ago
• All made gifts in FY14 and then 3,4,5+ consecutive years in
a row prior to that
Case Study – Direct Mail
399 Donors Identified
Made 6,977 gifts representing $173,444
Average Gift - $24.86
Planned Giving Prospects
H. Lee Moffitt Cancer Center
Case Study
Moffitt Case Study
…the biggest challenge of managing data is making
sure it’s not just a data dump…
Case in Point
• Wealth screened and assigned highest scored to MGO/PGO
• Suppressed from all mailings and “strategic calling”
• Theoretically would receive personalized communications
from MGO/PGO, including personalized high-end packets
The results….
Results
• Inconsistent follow-up
• Names suppressed from other modalities
• MGOs/PGOs had unmanageable portfolios
• Move toward Campaign necessitated new,
strategic thinking
• Enter Analytics and Predictive Modeling
Comparing Screening and Modeling
Wealth Screening
• Identifies wealthy constituents
• Public asset data
• Never tells the whole story, but classifies into bands effectively
Modeling
• Provides filtering and prioritization according to likelihood
• Comparative analysis to existing donors
• Never tells the whole story, but classifies into high-yield segments
effectively
Slide courtesy Bentz Whaley Flessner
The Moffitt Foundation is moving toward an
analytics model which will move us to the
“Science of Development”
Analytics and Modeling
• We are statistically identifying our donors
• Using analytics to “data-mine”…our own data
• Removes “personality”…however….
…we still close gifts in the living room…
Using Connectivity
• Multiple points of touch
• Example: event vs. education
• Re-adjusting and rebalancing portfolios
Content courtesy Bentz Whaley Flessner
Estimated
Capacity
Very
Connected
Not
Assigned Connected
Not
Assigned
$100M+ 1 0 3 0
$10M-$99.9M 3 0 6 0
$5M-$9.9M 1 0 6 2
$1M-$4.9M 24 3 96 53
$500K-$999K 27 9 178 102
$100K-$499K 107 10 2,507 1,693
New Prospect Research Role
• Traditional research role that includes prospect pipeline
management
• More robust and analytics-based prospect research
New patient
DOES NOT
“opt out”
• Proceed with
HIPAA
compliant
process
Wealth
Screening
• Demographic
info screened
High capacity
patients
identified
• Wealth
indicators
assigned as “A”
sent to
Foundation for
evaluation
Leadership
visit may
reveal cues
• Feedback
from Moffitt
experience
evaluated and
triaged
LEADERSHIP VISITS
Engaging High Capacity Patients
New patient
DOES NOT
“opt out”
• Proceed with
HIPAA
compliant
process
Wealth
Screening
• Demographic
info screened
High capacity
patients
identified
• Wealth
indicators rated
as “B” and “C”
sent to
Foundation for
evaluation
Development
Staff Remind
Faculty to
Listen for Cues
• Follow-up by
Development
Staff as
appropriate
“B” and “C” Rating
Engaging High Capacity Patients
And a word about HIPAA…
• Recent changes present even better
opportunities to refine data
• But compliance continues to be critically
important
“Success is a science; if you have the conditions,
you will have the result.” Oscar Wilde
Thank you!

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NACCDO Using Analytics to increase Efficiencies of Portfolio Growth and Management - Hibler, McGirk

  • 1. Using Analytics to Increase Efficiencies of Portfolio Growth and Management Cindy McGirk, RN, MBA, JD Manager, Strategic Initiatives H. Lee Moffitt Cancer Center Foundation Michael C. Hibler, MPA Sr. Associate Director of Development The Johns Hopkins Kimmel Cancer Center
  • 2. Johns Hopkins Kimmel Cancer Center Matrix Cancer Center in Baltimore, MD 6,000 New Patients / 72 inpatient beds 7 Fundraisers / 1 Professional Support / 4 Admin FY 13 - $98M Raised over half of $500M Campaign 2010-2017
  • 3. H. Lee Moffitt Cancer Center “Stand-Alone” NCI Comprehensive Cancer Center in Tampa, Florida More than 17,500 new patients (FY13)/206 Inpatient beds Goal FY14 $23.3 Million $300 Million Comprehensive Campaign Mission: “…to contribute to the prevention and cure of cancer…”
  • 4. Moffitt Cancer Center Foundation  Vice President 4 Management Team (3 with revenue goals) 5 Gift Officers (3 MGO, 2 PGO) 1 Annual Fund/Direct Mail Staff 2 Grant Writers (1 PT) 1 Prospect Research/Development Staff 3 Special Events Staff 5 Operations/Data Analyst Staff 3 Support Staff 25 TOTAL
  • 5. Overview Introduction to analytics Mythology around big data/predictive modeling Analytics as philanthropic opportunity Utility of analytics based on program
  • 6. Analytics All about analysis Putting data into decision making • Business Intelligence Replaces “I think…”
  • 7. Big Data & Predictive Modeling Big data is normal data Is your data good? Ask a question of your data – data mining Predictive Modeling – scoring data
  • 8. Predictive Modeling Identify patterns in data Strength of variables and correlation -quantitative There is a correlation between years on file, frequency of giving, lifetime giving amount, and whether a donor is likely to lapse. The stronger the correlation between variables, the more likely that the model will predict the outcome correctly. Causation and human element – qualitative Taller people make more money. If we ran an analysis of this, we would find that there is a high correlation between taller heights and higher incomes. This does not mean that height causes higher incomes, but more likely that the largest population of unemployed in the United States are children, and children tend to be shorter than adults. It is better and more accurately correlated with age.
  • 9. Philanthropic Opportunity Build it, Buy it, or Borrow it Find new donors • Campaign analysis Segment donors • Annual / direct mail / social media New way to visualize data
  • 10.
  • 11. Case Study – Direct Mail Comprehensive Direct Mail Program FY13 - • $735K gross • 12,000 total gifts
  • 12. Case Study – Direct Mail Donor loyalty • 10+ lifetime gifts • Lifetime revenue of $100-$4,999 • Largest gift of $99.99 or less • Most recent gift between August – December, 2013 • First gift 6 or more years ago • All made gifts in FY14 and then 3,4,5+ consecutive years in a row prior to that
  • 13. Case Study – Direct Mail 399 Donors Identified Made 6,977 gifts representing $173,444 Average Gift - $24.86 Planned Giving Prospects
  • 14.
  • 15.
  • 16. H. Lee Moffitt Cancer Center Case Study
  • 17. Moffitt Case Study …the biggest challenge of managing data is making sure it’s not just a data dump…
  • 18. Case in Point • Wealth screened and assigned highest scored to MGO/PGO • Suppressed from all mailings and “strategic calling” • Theoretically would receive personalized communications from MGO/PGO, including personalized high-end packets The results….
  • 19.
  • 20. Results • Inconsistent follow-up • Names suppressed from other modalities • MGOs/PGOs had unmanageable portfolios • Move toward Campaign necessitated new, strategic thinking • Enter Analytics and Predictive Modeling
  • 21. Comparing Screening and Modeling Wealth Screening • Identifies wealthy constituents • Public asset data • Never tells the whole story, but classifies into bands effectively Modeling • Provides filtering and prioritization according to likelihood • Comparative analysis to existing donors • Never tells the whole story, but classifies into high-yield segments effectively Slide courtesy Bentz Whaley Flessner
  • 22. The Moffitt Foundation is moving toward an analytics model which will move us to the “Science of Development”
  • 23. Analytics and Modeling • We are statistically identifying our donors • Using analytics to “data-mine”…our own data • Removes “personality”…however….
  • 24. …we still close gifts in the living room…
  • 25. Using Connectivity • Multiple points of touch • Example: event vs. education • Re-adjusting and rebalancing portfolios
  • 26. Content courtesy Bentz Whaley Flessner Estimated Capacity Very Connected Not Assigned Connected Not Assigned $100M+ 1 0 3 0 $10M-$99.9M 3 0 6 0 $5M-$9.9M 1 0 6 2 $1M-$4.9M 24 3 96 53 $500K-$999K 27 9 178 102 $100K-$499K 107 10 2,507 1,693
  • 27. New Prospect Research Role • Traditional research role that includes prospect pipeline management • More robust and analytics-based prospect research
  • 28. New patient DOES NOT “opt out” • Proceed with HIPAA compliant process Wealth Screening • Demographic info screened High capacity patients identified • Wealth indicators assigned as “A” sent to Foundation for evaluation Leadership visit may reveal cues • Feedback from Moffitt experience evaluated and triaged LEADERSHIP VISITS Engaging High Capacity Patients
  • 29. New patient DOES NOT “opt out” • Proceed with HIPAA compliant process Wealth Screening • Demographic info screened High capacity patients identified • Wealth indicators rated as “B” and “C” sent to Foundation for evaluation Development Staff Remind Faculty to Listen for Cues • Follow-up by Development Staff as appropriate “B” and “C” Rating Engaging High Capacity Patients
  • 30. And a word about HIPAA… • Recent changes present even better opportunities to refine data • But compliance continues to be critically important
  • 31. “Success is a science; if you have the conditions, you will have the result.” Oscar Wilde