LSC Digital Prospecting

15
Prospecting A data- driven perspective

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Transcript of LSC Digital Prospecting

Page 1: LSC Digital Prospecting

Prospecting A data-driven perspective

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Data Strategy / Acquisition• Customers, Sign-Ups, Others• Consumer Compiled• Vertical Lists and Data

Data Management• Persistent ID Creation • Data Hygiene• NCOA, Advanced / Proprietary NCOA• Data Enhancement, Model Scoring• Merge-Purge, Advanced Segmentation

Program Execution• Campaign Execution

• Direct Mail• Email Delivery• SMS/MMS Delivery• Key Word / Banner Display Ads

Program Evaluation• Response Analysis• Creative Testing

The Best Acquisition StrategyIs a great retention program

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DataDo Your Homework

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Know Your Customers

Survey Your Customers

• Web• Phone• Bouncebacks

Utilize Your Vendors• Brokers, Co-ops• Card Decks• FSI’s

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Lifestyle Data & AppendsCorrelate Attributes to Response

Informational / Directional

Marketing Database

Prospect Database

Total Rentals 2,117,900

Total Responses 19,110

Response Rate 0.90%

Attributes Ranked from Best to Worst Circulation Customer Matches

% of Circulation

Response Rate

Variance Lift

Score 1-5 Apparel Senior Fashion 45,340 680 2.1% 1.50% 0.60% 66.22%

Score 1-5 Young & Hip 36,420 480 1.7% 1.32% 0.42% 46.06%

Score 6-10 Gifts 39,970 520 1.9% 1.30% 0.40% 44.18%

Age 55+ 534,600 6,810 25.2% 1.27% 0.37% 41.18%

Apparel 1-5 Gifts 14,220 180 0.7% 1.27% 0.37% 40.29%

Score 6-10 Apparel Senior Fashion 82,240 980 3.9% 1.19% 0.29% 32.07%

Score 11-15 Gifts 93,550 1,110 4.4% 1.19% 0.29% 31.50%

Score 6-10 Plus Sizes 117,170 1,370 5.5% 1.17% 0.27% 29.58%

Score 6-10 Young & Hip 76,830 870 3.6% 1.13% 0.23% 25.50%

Score 11-15 Plus Size 195,250 2,130 9.2% 1.09% 0.19% 20.90%

Score 6-10 Women's Apparel 201,340 2,190 9.5% 1.09% 0.19% 20.55%

Score 1-5 Women's Apparel 179,240 1,920 8.5% 1.07% 0.17% 18.72%

Score 16-20 Plus Size 554,380 5,900 26.2% 1.06% 0.16% 17.95%

Score 11-15 Young & Hip 144,001 1,490 6.8% 1.03% 0.13% 14.67%

Score 1-5 Apparel Senior Fashion 670,660 6,820 31.7% 1.02% 0.12% 12.70%

Age 55-64 259,150 2,580 12.2% 1.00% 0.10% 10.33%

Score 1-5 Plus Size 86,520 850 4.1% 0.98% 0.08% 8.88%

Score 16-20 Plus Size 346,470 3,270 16.4% 0.94% 0.04% 4.60%

Unknown Age 148,260 1,380 7.0% 0.93% 0.03% 3.16%

Female 1,800,340 16,730 85.0% 0.93% 0.03% 2.99%

Score 21 Young & Hip 1,072,670 9,070 50.6% 0.85% -0.05% -6.81%

Unknown Gender 140,370 1,120 6.6% 0.80% -0.10% -11.57%

Score 21 Women's Apparel 675,860 5,310 31.9% 0.79% -0.11% -12.93%

Score 21 Gifts 997,490 7,690 47.1% 0.77% -0.13% -14.56%

Male 177,190 1,260 8.4% 0.71% -0.19% -21.19%

Score 21 Senior Fashion 698,670 4,830 33.0% 0.69% -0.21% 23.38%

Age 18-34 17,770 110 0.8% 0.62% -0.28% 31.40%

Age 45-54 124,040 750 5.9% 0.60% -0.30% 32.99%

Age 35-44 50,210 290 2.4% 0.58% -0.32% 35.99%

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List Selections and Overlays

“Case Study #1”Demographic overlays boosted response

by 22% (including co-op names)Hotlines

“Cast Study # 3”Reactivation on 24+ month Internet

buyers brought response on par with non-modeled 13-16 month

buyers

House Leads

“Case Study #2”Using outside recency selection on older

3-12 month buyer segments increased sales 26%

Older Leads / Rollouts

Optimize list selections, Don’t be afraid to ask for deals and information, try augmented exchanges

Better Targeting

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Models for Best Results

Both Analysis and Validation Samples would be composed of a Target and Comparative Universe.

New LeadsModeled Samples

(n =30,000)

New LeadsModeled Samples

(n =30,000)

New LeadsRandom Sample

(n = 50,000)

New LeadsRandom Sample

(n = 50,000)

10%/90%Ratio

10%/90%Ratio

ModelDevelopment

(Test)16,900

ModelValidation

16,900

ModelDevelopment

(Test)700

ModelValidation

700

Know when to fire a prospect, control all media, track sources and track costs

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Customer Preference Rules

Model Cum # Cum % # Target % Target %Group Sample Sample Universe Universe Gain

1 910 5% 263 28.9% 627

2 1,798 10% 389 21.6% 444

3 2,648 15% 479 18.1% 355

4 3,477 20% 520 15.0% 276

5 4,369 25% 551 12.6% 217

6 5,256 30% 574 10.9% 175

7 6,112 35% 597 9.8% 146

8 7,068 40% 611 8.6% 117

9 7,975 45% 625 7.8% 97

10 8,780 50% 640 7.3% 83

11 9,540 54% 648 6.8% 71

12 10,462 59% 658 6.3% 58

13 11,384 65% 668 5.9% 48

14 12,276 70% 679 5.5% 39

15 12,977 74% 682 5.3% 32

16 14,061 80% 692 4.9% 24

17 14,982 85% 697 4.7% 17

18 15,827 90% 699 4.4% 11

19,20 17,600 100% 700 4.0% 0

Mail & Email

Email Only

Test Only

Set campaign metrics that select customers based on their profitability channel preference

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Geo-Targeting

Analysis• Find Trends by County

Action • Filter & Select

Result • 5 % Reduction in Circulation• 9% Increase in Revenue

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Creative + Promotion

• Offers• Variable

Content• Testing• Segmentation &

Tracking• Multi-Channel

Delivery

Message – Timing - Channel

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Creative + Promotion

Timing• Days & Day-Parts

Frequency• Content Delivery• Offer Delivery

Message – Timing - Channel

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Matchbacks

Directed Results• You get what you asked for• Consider order curves and

other influences

Controls and Treatments

• Evaluate Lift

The Challenges of Matchbacks

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MatchbacksChannel Conflict & Synergy

“Marketing drives 130% of demand”

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Lifetime Value

Beyond $/Book

BeyondKeycode

LTV• By List• By Channel• By Margin

What does it really cost to acquire a customer?

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Benefits of a Marketing Database

If you don’t operate the database properly you just might:• Miss Your Projections• Make Improper Decisions• Generate Bad / Inaccurate Reporting• Miss Important Timing Trends

THANK YOU!