Case Studies Service Center Wheel Alignment Coupon

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	Service Center Wheel Alignment Coupon

Service Center Wheel Alignment Coupon

Technology Category	Analytics & Modeling - Predictive Analytics Analytics & Modeling - Real Time Analytics
Applicable Industries	Automotive
Applicable Functions	Business Operation Sales & Marketing
Use Cases	Predictive Replenishment
Services	Data Science Services System Integration
Challenge	A large chain of auto service centers wanted to use coupons to drive traffic to its locations. The company offered targeted coupons for its wheel alignment service, redeemable during a month-long period. The challenge was to determine if the promotion drove incremental transactions or merely subsidized existing purchasing behavior. The inherent noise in daily invoices data made it difficult to isolate the coupon's impact, complicating the understanding of whether the coupon was driving new business or just giving away money to customers who would have purchased anyway. Read More
About Customer	The customer is a large chain of auto service centers that provides various automotive services, including wheel alignments. The company is interested in leveraging promotions and coupons to increase customer traffic and drive incremental business. With a significant number of locations, the company aims to understand the effectiveness of its marketing strategies and optimize them for better profitability. The auto service centers cater to a diverse customer base, including both new and loyal customers, and operate in various competitive and income-diverse areas. Read More
Solution	The auto service center utilized APT’s Test & Learn software to analyze an in-market business experiment measuring the impact of the targeted wheel alignment coupon. The software compared 'test centers' that distributed the coupon to 'control centers' that did not, isolating the incremental impact of the promotion. The analysis revealed a 12.1% increase in wheel alignment invoices during the redemption period without a pull-forward effect in the following month. However, the increase in invoices did not offset the decline in margin per transaction, leading to a moderate overall margin decline. Further analysis showed the coupon was profitable due to a significant increase in rest-of-basket margin, driven by new customers. The software identified service center attributes associated with higher invoice lifts, such as competitive areas, lower income areas, and fewer past promotional events. APT software then generated a list of service centers predicted to respond best to the coupon, enabling targeted future rollouts and driving an incremental $1.6MM in annual margin. Read More Log in to view content
Contents

Technology Category

Analytics & Modeling - Predictive Analytics

Analytics & Modeling - Real Time Analytics

Applicable Industries

Automotive

Applicable Functions

Business Operation

Sales & Marketing

Use Cases

Predictive Replenishment

Services

Data Science Services

System Integration

Challenge

A large chain of auto service centers wanted to use coupons to drive traffic to its locations. The company offered targeted coupons for its wheel alignment service, redeemable during a month-long period. The challenge was to determine if the promotion drove incremental transactions or merely subsidized existing purchasing behavior. The inherent noise in daily invoices data made it difficult to isolate the coupon's impact, complicating the understanding of whether the coupon was driving new business or just giving away money to customers who would have purchased anyway.

About Customer

The customer is a large chain of auto service centers that provides various automotive services, including wheel alignments. The company is interested in leveraging promotions and coupons to increase customer traffic and drive incremental business. With a significant number of locations, the company aims to understand the effectiveness of its marketing strategies and optimize them for better profitability. The auto service centers cater to a diverse customer base, including both new and loyal customers, and operate in various competitive and income-diverse areas.

Solution

The auto service center utilized APT’s Test & Learn software to analyze an in-market business experiment measuring the impact of the targeted wheel alignment coupon. The software compared 'test centers' that distributed the coupon to 'control centers' that did not, isolating the incremental impact of the promotion. The analysis revealed a 12.1% increase in wheel alignment invoices during the redemption period without a pull-forward effect in the following month. However, the increase in invoices did not offset the decline in margin per transaction, leading to a moderate overall margin decline. Further analysis showed the coupon was profitable due to a significant increase in rest-of-basket margin, driven by new customers. The software identified service center attributes associated with higher invoice lifts, such as competitive areas, lower income areas, and fewer past promotional events. APT software then generated a list of service centers predicted to respond best to the coupon, enabling targeted future rollouts and driving an incremental $1.6MM in annual margin.

Impact #1	The promotion generated a 12.1% increase in wheel alignment invoices during the redemption period.
Impact #2	There was no pull-forward effect in the month following the promotional period.
Impact #3	The targeted coupon led to a significant increase in rest-of-basket margin.

Impact #1

The promotion generated a 12.1% increase in wheel alignment invoices during the redemption period.

Impact #2

There was no pull-forward effect in the month following the promotional period.

Impact #3

The targeted coupon led to a significant increase in rest-of-basket margin.

Benefit #1	The promotion drove an incremental $1.6MM in annual margin for the company.

Benefit #1

The promotion drove an incremental $1.6MM in annual margin for the company.

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Overview

Service Center Wheel Alignment Coupon

Operational Impact

Quantitative Benefit