Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in:...

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Dana Hines, CFRE, President & CEO, Membership Consultants, Inc. Steve Jacobson, CEO, JCA Rosie Siemer, Founder & CEO, FIVESEED Analytics to Action: Translating Data to Strategy

Transcript of Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in:...

Page 1: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Dana Hines, CFRE, President & CEO, Membership Consultants, Inc.

Steve Jacobson, CEO, JCA

Rosie Siemer, Founder & CEO, FIVESEED

Analytics to Action:

Translating Data to Strategy

Page 2: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

@MemberConsult

fb.me/MembershipConsultants

linkedin.com/company/mem

bership-consultants

Dana Hines, CFRE [email protected]

314-771-4664 ext 105

membership-consultants.com

@JCA_inc

fb.me/JacobsonConsultingApplic

ations

linkedin.com/company/jca

Steve Jacobson

[email protected]

212-981-8405

jcainc.com

@RosieSiemer

fb.me/RosieSiemer

linkedin.com/in/rosiesiemer

Rosie Siemer

[email protected]

303-880-7105

fiveseed.com

Page 3: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

What We’ll Cover Today

Best practices in:

• Using data to uncover trends

• Analytics/scoring framework

• Identifying high risk members

• Strategies to retain first-year members

• Ways to reach new audiences Analytics to Action

Page 4: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Membership is Changing

• Big Data

• Data-driven

• Audiences expect more

• Technology is accelerating

Page 5: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

_____

“In God we trust, all others must bring data.”

_____

W. Edwards Deming

American Engineer, Statistician, Author

Page 6: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

METHODOLOGY:

Scoring to Find At-Risk Members

Page 7: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Analytics Method

Page 8: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

• Make it a project

• Involve stakeholders

• Create milestone dates

• Begin preliminary data review (make friends with IT)

Prepare

Page 9: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

• Define your “analytics” goal

o What is the behavior of interest?

o What are we trying to affect?

o What have we done to affect it in the past?

• Understand the current process/strategies related to the goal

• What are the current metrics?

• How will you measure success?

Understand

Page 10: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

• How do we grow our member base?

Analytics Question • How do we make more money?

• How do we increase at-risk renewal rates?

Page 11: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

• We’ve seen our rates for first year members falling and don’t

know why. We want to understand them so we can improve.

• We have tried a lot of things to increase renewal rates, we

think we’ve exhausted that. Instead, let’s focus on getting

more people to join (grow the denominator).

• We want to cut costs while keeping our rates the same.

• We are not sure where we should focus. Our goal is to

increase rates across the board. Where should and shouldn’t

we spend our money?

Example Business Questions

Page 12: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

• Establish the number you will use to measure success

• What are your renewal rates?

• Are they stable?

• Are you including the grace period?

Set the Baseline

Page 13: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Renewal Rates Over Time

Page 14: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

New Members Over Time

Page 15: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Are Your Rates Stable?

Page 16: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

What is the Right Grace Period?

Page 17: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

• Modeling begins with brainstorming

• What are the things that might predict renewal likelihood?

• Where does that data live?

• How do we bring it all together?

Model

Page 18: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Model Demographics

Address

Distance to museum

Geographic Region

Requested address change

Age

Contact Preference

Butterfly

Do Not Contact

Do Not Email

No Acknowledgments

Send Newsletter

Gender

Interest

Ancient

Asia

Contemporary

Photo

Film

Textiles

Engagement

Art Class

Attended an Art Class for free

Day of week of Art Class

Discount used on Art Class

transaction

Purchased Art Class

Engagement

Audio Tour Purchase

Made a purchase in the shop

Film

Attended a film festival

Attended a Film for free

Genre of Film Transaction

Lecture

Workshop

Visitation

Exhibits

Exhibit Name

Exhibit Ticket Purchases

Number in Party

Average number in party

Maximum number in party

Median number in party

Visitation

Count of visits during

membership

Museum Visit

Recency of Visit

Visited museum on a free day

Giving

1st Transaction

Appeal

Discount used on first trx

First Gift Pay Method

Gift Amount

Giving

% change in size of second gift

Days to 2nd gift

Gave a Tribute gift

Number mail gifts

Number of event gifts

Pay Method

Cash

Check

Credit Card

Page 19: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

• Evaluate each factor and determine if it is statistically

significant

• Examples from brainstorming

Are the Factors Significant?

Prior giving (Y/N) Gift of membership

Gift amount List

Time since first gift Member level

Channel Acknowledgment turnaround

Expiration month Special exhibit

Distance to venue

Page 20: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Learning What Matters

Page 21: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

This is a Model

Page 22: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

This is a Model • All models are wrong. Some are more wrong than others.

• What is the sweet spot?

Page 23: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Deploy the Model • Plan the deployment

• How will you measure the effectiveness?

• Experiment

• Identify the specific change you will test

• Verify how you will segment the groups to adjust for known

effects

• Use results to improve model

Page 24: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

What Was Learned: Atlanta Botanic Garden We’ve seen our rates for first year members falling and don’t know why.

We want to understand them so we can improve.

• Learned the change to renewal strategy had a negative impact, undo

that.

• Get rid of the “guilt” message on the renewal notice.

We have tried a lot of things to increase renewal rates, we think we’ve

exhausted that. Instead, let’s focus on getting more people to join (grow

the denominator).

• New members coming from lists are more likely to join (and renew),

grow that effort.

• Those living within 50 miles are much more likely to join, focus there.

Page 25: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

What Was Learned: Appalachian Mountain Club We want to cut costs while keeping our rates the same.

• Reduce investment in the very low and very high scores.

• Design an experiment to reduce mailings to selected groups to see

how far they could cut back without affecting return.

We are not sure where we should focus. Our goal is to increase rates

across the board. Where should and shouldn’t we spend our money?

• Reduced the investment in sure things and reallocated it “saveable”

members.

• Noticed bi-modal peaks, members between ages 30 and 50 less likely

to renew, determined is was due to having kids. Reallocate the

renewal investments to marketing to 30 year old, marrieds.

Page 26: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Case Study: Museum of Fine Arts, Boston

Member demographics Membership Details Member Experience

Giving Prior Relationship

300 Variables

11 Significant Variables

Page 27: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Geography

TRUE OR FALSE?

Renewal rates were highest for members living in the local

community.

FALSE – The only geographic significance was that they lived

in New England.

Page 28: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Visitation

TRUE OR FALSE?

Renewal rates were higher for those members who visited the

most often.

KINDA TRUE – Members who visited 3 or more times were

more likely to renew. However, if they visited more often, the

renewal rate was not any higher.

Page 29: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Age

TRUE OR FALSE?

As a first time member, the older you are, the more likely you

are to renew.

TRUE – The older you are, the more likely you are to renew –

until you hit 74+, then you might not renew due to other

factors, like death…

Page 30: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

MULTICHANNEL MARKETING:

Insights to Action

Page 31: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Botanical Garden

Following a blockbuster exhibition,

a botanical garden improves first-

year renewal rates.

• The challenge – retain more

members after the blockbuster

• Attracted 10,000 new members

during a repeat of an amazing

blockbuster

• After previous blockbuster,

retained 20% of new, first year

members

• Strategy: Use the phone to pre-

emptively renew those

vulnerable members

• Results:

o Retained 32% of first year

members after the full

renewal process was

complete

o Phone results achieved a

14% renewal rate prior to the

regular renewal process

being deployed

Page 32: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Botanical Garden

FY FY 09-

10

FY 10-

11

FY 11-

12

FY 12-

13

FY 13-

14

FY 14-

15

First Year

Retention 31.19% 22.00% 30.45% 23.79% 28.33% 32.34%

Page 33: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Renewal Rates

• Tracking renewal rates by month, recognizing seasonality

• Know the effect of each renewal touch

• Identify vulnerable months, seasons, target offers for

those times

Page 34: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Tracking Renewal Rates By Month Membership Number of First Number of Second Number of Third Number of Fourth Current

Expiration Dates First Renewal Second Renewal Third Renewal Fourth Renewal Number of

Renewals Rate Renewals Rate* Renewals Rate* Renewals Rate Non-renewals

January 1,035 0.29% 1,032 19.49% 822 29.08% 734 51.88% 498

February 900 5.00% 855 17.22% 745 29.11% 638 47.22% 475

March 1,021 4.41% 976 13.22% 886 24.19% 774 40.45% 608

April 1,328 9.11% 1,207 27.56% 962 35.47% 857 46.99% 704

May 1,543 14.19% 1,324 29.81% 1,083 36.94% 973 47.96% 803

June 1,254 8.93% 1,142 20.33% 999 32.78% 843 44.90% 691

July 1,368 7.75% 1,262 21.86% 1,069 32.82% 919 39.04% 834

August 1,259 8.02% 1,158 16.04% 1,057 31.77% 859 41.22% 740

September 816 6.37% 764 14.34% 699 32.11% 554 38.11% 505

October 645 7.44% 597 21.24% 508 32.25% 437 37.83% 401

November 761 8.02% 700 23.26% 584 29.96% 533 36.01% 487

December 901 6.33% 844 16.87% 749 30.08% 630 36.18% 575

Total 12,831 7.56% 11,861 20.79% 10,163 31.80% 8,751 42.94% 7,321

Page 35: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Marketing Automation, Mobile & Retargeting

• Trigger events

• Welcome series

• Automated renewal sequence

• Personalize by behavior

• Dynamic content

• Text messaging

• CRM retargeting

Insights to Action

Page 36: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

DATA MODELING:

Identifying Your Best Prospects

Page 37: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Acquisition

• Modeling lapsed members

• Identify best prospects from ticket

buyers: Conversion Tags

• Modeled acquisition lists from

Blackbaud for prospect lists

• Response modeling/List optimization

Page 38: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Target Tags

# Prospects # Response Income Ave. Gift Resp. Rate Cost Net Income CPDR PPM Cost ROI

Tag A 7,265 347 $45,318 $131 4.78% $6,329 $38,989 $0.14 $0.37 $7.16

Tag B 7,503 285 $37,905 $133 3.80% $5,949 $31,956 $0.16 $0.37 $6.37

Tag C 7,813 200 $27,062 $135 2.56% $5,948 $21,114 $0.22 $0.37 $4.55

Tag D 7,731 195 $25,469 $131 2.52% $5,379 $20,089 $0.21 $0.37 $4.73

Tag E 7,967 135 $17,762 $132 1.69% $5,444 $12,318 $0.31 $0.37 $3.26

Tag F 7,958 130 $17,252 $133 1.63% $5,369 $11,883 $0.31 $0.37 $3.21

Tag G 7,852 120 $16,219 $135 1.53% $4,963 $11,256 $0.31 $0.37 $3.27

Total 54,089 1,412 $186,987 $132 2.61% $29,048 $157,938 $0.16 $0.27 $6.44

Science Center Lapsed Tag Performance

Page 39: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

ACQUISITION:

Advanced Techniques for Targeting

Page 40: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

The Marketing Funnel

Create a path to membership and

giving. Awareness

Interest

Desire

Action

Page 41: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Who?

• Behavior

• Lookalike audiences

• Niche and aspirational audiences

Page 42: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Expanded Email

• Reach new audiences

• Take the first step

Target Profile

Page 43: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Expanded Email

Page 44: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Retargeting is a behavioral

based targeting technique.

A cookie-based technology that

uses simple a Javascript code to

“follow” your audience around the

Web.

Page 45: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Kinds of Retargeting

Behavioral based targeting. • Website visitors

• Email openers and/or clickers

• Abandon cart

• Search and browsing

• Related or competitor websites

• CRM (data onboarding)

• Facebook ad interaction

Page 46: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Primary Cult Fan

Page 47: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Facebook

• Lookalike

• CRM Retargeting

• Website Retargeting

• Birds of a Feather

Critical Mass + Data

Page 48: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

LOYALTY:

Data in Action

Page 49: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Integration

• Internal Systems

o POS, Databases, Website,

Email

• External

o Social Media, Partners

• Exhibits

o Beacons, NFC

• Data capture

• 360° view of your members

• Top of mind awareness

• Nurturing

• Repeat visitation

Page 50: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Why Loyalty?

Reward

Good

Behavior

Buy a gift

membership

Attend an

event

Click on an

email link

Watch a

video

Donate

Partner

Activity

Volunteer

Purchase

tickets

Visit

Interact

with an

exhibit

Conservation

messaging

Visit a

webpage

Like the

Facebook

page

Take a

survey Buy at

the gift

shop

Check in

on

Facebook Tweet a

hashtag

Join

Page 51: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Loyalty

Research shows that

cultural organizations

are underserving this

critical audience by

19%; and 80% of

Millennials are more

likely to choose an

organization that offers

a loyalty program over

one that doesn’t.

Page 52: Translating Data to Strategy - membershipconference.com. IMMC 2016 - Ana… · Best practices in: • Using data to uncover trends • Analytics/scoring framework • Identifying

Q & A

1. Retaining high risk members

2. Converting highly qualified prospects

3. Encouraging repeat visitation

4. Increasing joining, renewal, upgrade, and giving

5. Growing membership revenues

6. Rolling out a loyalty program