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Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

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Page 1: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

Finding the needle in a haystackand what kind of needle is it?

Presented by David LambProspect Research Consultant

Blackbaud Analytics

Page 2: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

Goals of this session• A rationale for prospect research

• Prospect identification

• Research subjects• Public company executives

• Private company executives

• Professionals

• Filling in the details

• Turing facts into information

Page 3: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

I Spy

• NOT!• Limitations of prospect research

• Public information sources• Respect for the prospect

• Partner in building a relationship• Time management• Setting the ask at the right level

• Doing your homework• Maximizing the prospect’s giving potential• Anyone who systematically collects, records, and

organizes donor data is a prospect researcher

Page 4: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

What You Need To Know

• Ability

• Linkage

• Inclination

Page 5: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

How Much Do You Need To Know?

Depends on the progress toward solicitation• Identification: just enough information to

justify a contact

• Cultivation: “spot research” as needed

• 0-6 months from solicitation: as much research as you can get

Page 6: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

Unequal Potential

• The 90-10 rule: 90 percent of your income will come from 10 percent of your prospects

• Most of the people on your database are not wealthy

• Some of the people on your database don’t care that much about your mission

• Start your efforts with the most capable and the most likely people

Page 7: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

The Giving Tree

Inte

rest

Ability

Page 8: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

What You Can Usually Find

• Indications of wealth• Stockholdings of public company insiders

• Salaries of top public company employers

• Real estate values

• Salary surveys

• Affiliations• Doctors

• Lawyers

Page 9: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

What You Can Sometimes Find

• Inheritances

• Affiliations• Nonprofit

• Corporate

• Family

• Donations

• Biographical• Business history

• Who’s Who

• Assets other than stock or real estate

Page 10: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

What You Can Never Find

• Cash & bank balances

• Non-insider stock holdings

• Whatever the prospect wants to keep hidden

Page 11: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

Prospect Identification

Your best prospects are already on your own database

Corollary:

Just because someone is wealthy doesn’t mean she’ll give anything to you

Page 12: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

Alternative Approaches

• Reading the paper

• Peer screening

• Arts programs & annual reports

• Data mining

• List matching

Page 13: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

Reading the paper

• Top prospects appear in predictable places• Business section• Sports section• Society/People

• Special case of business journals• Executive changes• Profiles of executives and businesses• Top properties

Page 14: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

Peer Screening• Second best source of prospect data• 200-300 names per session

• Top donors• Consistent donors

• Simple check boxes• Ideal conditions

• Knowledgeable people• Comfortable and prestigious setting• Reward participants• Clear statement of confidentiality• Anonymity

Page 15: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

Peer Screening Questions

• I know the prospect …

• Ability

• I’m willing to help

• Other information

Page 16: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

Arts Programs

• Collect programs from arts organizations

• Compare donor list in the program to the names on your database

Page 17: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

Vendor Driven Data Mining

• Should be considered when your need for funding is not met by your current prospect pool

• Alternative approaches• Statistical Modeling

• List Matching

Page 18: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

Statistical Modeling• Recognizing meaningful patterns in a large dataset

through statistical analysis• Long used in the social sciences & by business• Assumption: donors have some characteristics in

common• Discover those characteristics• Apply to entire database• Predict giving

• Requirement: consistent data on giving and relationship to the institution

• For better models, you should append valid external data sources:• Census• Credit

Page 19: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

Types of Donor Models

• Annual Giving

• Major Giving

• Gift size

• Planned Giving• Bequest

• Annuity

• CRT

• Membership

• Patient Response

Page 20: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

List Matching

• Automated process to match names on your database to names on other lists:• Public company insiders

• Private company owners & officers

• Real estate

• Biographical sources

• Donor lists

• Any list in electronic form

Page 21: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

Comparing the Approaches

Results Per Record Cost

Emphasis

Modeling A score or other indicator about every record on the database

Lower • Prospect Identification

• Inclination & Linkage

List matching

Specific information about a few very capable prospects

Higher • Prospect qualification

• Capacity

Page 22: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

What’s Right for Me?• You should do list matching if:

• You have a well established major gift operation• Your constituents are wealthy• You are located in the midst of wealth• You need to qualify people for gifts of at least $10,000

• You should do modeling if:• You want to segment your entire database• Your major gift operation is less developed• Your constituency is unlikely to be in lists• You need to improve your annual fund strategy• You need to improve your planned gift stratgy

Page 23: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

A Comprehensive Approach

Modeling results: 5,000 “good to

excellent” prospects

Matching results: 1,000 high capacity

prospects

Database size: 20,000

500

Page 24: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

Research Subjects

• Insiders

• Private company owners

• Real estate

• Professionals

Page 25: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

What’s An Insider?• Director

• Policy making officer – top 4-6

• Major shareholders• 5% holders report on Form SC13

• 10% holders report on Forms 3, 4, 5, & 144

• Indirectly held stock reported for• Spouse

• Children

• Foundations

• Investment companies or partners

Page 26: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

Researching Insiders

• Free tools• SEC.gov• Hoovers• CBS MarketWatch• Company web site

• Fee based• 10K Wizard• EdgarOnline

Page 27: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

Researching Private Company Execs

• Hoovers

• State Corporations Site

• Company Web Site

• KnowX

• At the library• Dun & Bradstreet

• Standard & Poors

Page 28: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

What’s a Private Company Worth?

• Value is determined many factors:• Cash flow

• Inventory

• Debt

• Market conditions

• Good will

• Compare target company to other companies that are for sale or recently sold

• Compare target company to similar public companies

Page 29: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

Private Company Valuation Resources

• www.bvmarketdata.com (subscription required)

• bizbuysell.com

• www.globalbx.com

• bizstats.com

• Yahoo Stock Screener

• The Ultimate Valuation Guide

Page 30: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

Researching Real Estate• The value of every property is public

information

• Typically kept at the county level

• Sources:• NETRonline

• The Tax Assessor Page

• Yahoo!RealEstate

• Zillow

Page 31: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

Researching Professionals• Ziggs Search for Professionals

• Zoom Info

• ZabaSearch

• Doctors• AMA Physician Select

• AIM Docfinder

• Medical Salaries

• Lawyers• Martindale & Hubbell

• FindLaw

Page 32: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

What If You Don’t Know…

• Where the prospect works• FEC

• Hoovers

• Google

• Zoom

• Where the prospect lives• FEC

• Phone directory

Page 33: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

Filling In The Details

• Donations• Waltman’s Donor Series

• FEC

• State Political Donors

• One Step Birthdays

• Biographies Online

• Landings (Airplane Owners)

• Salary Surveys

• Google or Altavista

• Foundation Affiliations• Guidestar

• Grantsmart

• Foundation Center• Foundation

Directory

• FC Search

• Taft Foundation Reporter

• Public Records

Page 34: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

Making Sense of the Data

• Gift capacity is a portion of net worth and income

• Net worth=assets-liabilities

Page 35: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

Distribution of Assets

Source: IRS www.irs.gov/pub/irs-soi/98perwel.pdf

Page 36: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

The Art of Prospect Rating

• Philanthropic history• Income based

• Slightly more than 2% of income goes to charity• 5 year pledge=10% of income

• Asset based• Make best guess of net worth >> philanthropic capacity

is 2-5% of net worth• Philanthropic capacity is 5% of total identified assets

• Average annual gift x 10• Consider places where the prospect may be

influential

Page 37: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

Prospect Research Resources

• www.lambresearch.com

• Prospect Research: A Primer for Growing Nonprofits

• APRA (www.aprahome.org)• International Conference

• Great Plains Chapter

• Prspct-L (www.yahoogroups.com/prspct-l)

Page 38: Finding the needle in a haystack and what kind of needle is it? Presented by David Lamb Prospect Research Consultant Blackbaud Analytics

Tools You Might Buy

• Dialog: www.dialog.com

• FC Search: www.fdncenter.org

• Waltman’s Donor Series: www.donorseries.com

• 10K Wizard: www.tenkwizard.com

• KnowX: www.knowx.com