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Redefining Fundraising Metrics A Playbook for a 21st Century Development Program
2017 Josh Birkholz
Measuring Success
1. Making Decisions
with Data
2. Major Gift
Fundraiser Metrics
3. Organization-Wide
Analysis
Behavioral Economics
Established
Finding “Actually” Ubiquity of data in business Thaler wins Nobel Prize
Google's founding philosophy is that we don't
know why this page is better than that one: If the
statistics of incoming links say it is, that's good enough.
Wired 2009
35% of Amazon.com’s revenue is generated by its recommendation engine.
McKinsey 2013
On their Watson integration, “Eager for actionable data
insights … that help improve processes and take the
guesswork out of decision-making."
AT&T PR 2017
GE’S BIG BET ON DATA AND ANALYTICS Sloan Review
2016
Now we have strongest executive support in history – they realize the value of analytics and the impact it
has on the bottom line.
Ravichandran, VISA CAO 2015
[We use] a homegrown social tool called "Looking Glass" to monitor people's
trending interest in foods so that Kraft could get ahead of the trend with new recipes.
Elsner. Kraft CMO 2014
Each and every one of Johnson & Johnson’s U.S.
consumer products possesses nearly 400 data
attributes.
Digatalist 2014
Using Data to Guide Decisions (top companies by market capitalization)
Analytics is
more than
prospecting
Most Common Design Methods: 1. Benchmarking 2. Executive Transition
Major Gift Officer Metrics
Primary Flaws: Confirmation Bias and Confounding Factors
Applying Analytics to Performance Analysis
Comparative Analysis
• To determine measurable distinctions for production
Active Calibration
• To manage confounding factors and unintended consequences
Applied to a Study of Major Gift Officer Activity
+
7 Institutions 4 Academic Medicine, 3 Research Universities Distinct projects following same method The following are consolidated learnings
Finding 1: Visits vs. Reach
Visit count
Less effective
Count visited
More effective
Finding 2: Asking to Capacity
What can we get?
Less effective What does
it take to get?
More effective
Finding 3: Solicitation Counts with Floors
Volume alone
Less effective
Volume + level
More effective
Finding 3.1: Solicitation Counts vs. Reach
Number of Asks
Less effective
Number Asked
More effective
Finding 4: Cultivation timeline
Short or long cultivation periods
Less effective
10-12 months
More effective
Finding 5: Tenure
New hires
Less effective Longer
tenures with institution
More effective
Tenure is Correlated with
Dollars raised
r=.333, p<.01
Top performing MGO
r=.212, p<.05
Solicitations per year
r=.391, p<.01
Solicitation level
r=.391, p<.01)
Tenure is correlated with solicitation effectiveness, but not activity
Tenure is Not correlated with
Count of Visits Count of
Qualifications
Finding 6: Prospect Development
Infrequent interaction
Less effective
Frequent collaboration
More effective
The top 20% of producers worked with prospect development
twice as often as all other officers.
From a Related Study on Gift Officer Retention
High performers who stay: Benefit from promotional tracks
Set high standards for themselves and their leaders
Thrive in solicitation-based metrics plans
Stay with an organization longer
Care about the mission
Like to be measured
Solicit more frequently.
Set targets higher compared to capacity
Are more willing to work with prospect development to keep portfolios tuned.
Source: BWF 2015
Organization-wide Analysis Current Research on High-Performing Nonprofits 7 Distinguishing Characteristics
Branding in the High Net Worth Community
Philanthropic Investment Assumptive Sale Impact Maturity Model
Revenue Diversification
Constituent Type Channel Economic Adaptability
Business Model – Supporting Infrastructure Rep-Servicing Lowest Cost Biller
Donor Servicing (Relations) Assign
Discover
Cultivate
Solicit
Discover
Cultivate
Solicit
Donor Servicing (Relations) Filter with analytics Assign
Research Verify
Research Verify
Filter with analytics
Cultivation Process
With Supporting Infrastructure
Discovery work can also be further serviced with multi-channel program
Supporting Infrastructure
Frontline Officers
Pipeline Feeding Process Lifetime Value Sourcing Prospect Development
anonymous identification
lead qualification
qualified lead discovery
not a prospect
prospect
future prospect
is this a prospect?
Analytics
Prospect
Identification
Prospect
Management Strategy
Cultivation
Solicitation
Stewardship
Strategic
Research
Prospect Development Service Model
Active Portfolio Management
Constituent to Program Alignment Rivers not ponds
Target Zone Analysis
Portfolio Review
Rebalancing
Estimated
Capacity Range
Very
Connected Connected
Somewhat
Connected
Modestly
Connected
Not
Connected
$20M+ 12 10 10 6 3
$5M–$19.9M 64 81 28 10 4
$1M–$4.9M 348 357 112 48 27
$100K–$999K 1,212 1,826 430 150 79
$50K–$99K 615 2,457 400 101 54
<$50K 258 2,384 445 176 86
Unrated 2 9 26 95 84
TOTAL 2,511 7,124 1,451 586 337
Adapting Social Science Principles to MG Portfolio Management
Talent Management and Metrics Operational Playbook Talent Sourcing Talent Development
Leadership – Character and Performance Workforce Engagement Talent Retention Transformational gifts
Managing
the Haters
Resistance to data is a fear of professional relevance
There is no “Art-Science” line
Redefining Fundraising Metrics A Playbook for a 21st Century Development Program
2017 Josh Birkholz