Data Science — Customer Segmentation

Stop Treating Every Customer the Same — Because They Aren't

Some customers call you every season, refer their neighbors, and never push back on price. Others are one-and-done, leave average reviews, and cost you more to service than you realize. Customer segmentation gives you a clear picture of who's who — and what to do about it.

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The Problem

You're Probably Marketing to Everyone — and Getting Mixed Results

When you send mailers, run Google ads, or ask for referrals, who are you targeting? For most home services businesses, the honest answer is: everyone in the service area.

The problem is that not every customer is worth the same cost to acquire. A repeat customer who books two jobs a year and refers three friends is worth ten times what a price-shopper who books once and disputes the invoice is worth — but your marketing budget doesn't know the difference.

Customer segmentation fixes that. We analyze your job history, invoice data, addresses, and booking patterns to sort your customers into distinct groups — each with a clear profile, a behavior pattern, and a revenue contribution.

Once you know what your best customers look like, you can target more of them, stop wasting budget on the wrong ones, and build a business around the people who actually drive your growth.

A typical finding

"Your top 20% of customers — roughly 140 households — generate 58% of total revenue. They're concentrated in two zip codes, have homes built between 1988–2002, and found you through Google. The bottom 30% generate 8% of revenue and account for 22% of support calls."

What you do with that

Redirect your Google Ads budget to those two zip codes. Add a referral program incentive aimed at your top segment. Stop mailing to the neighborhoods that keep producing your lowest-value jobs.

What You'll Learn

The Insights Customer Segmentation Surfaces

We go beyond job counts and total revenue to uncover the patterns that actually drive your business.

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Where Your Best Customers Live

We map your customer base geographically and identify which neighborhoods, zip codes, and subdivisions are home to your highest-value customers — so you can concentrate your local marketing where it pays off most.

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Repeat vs. One-and-Done

How many of your customers have ever called a second time? We measure repeat rate by segment and identify what separates customers who come back from those who don't — behavioral patterns you can act on.

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Job Type Patterns

Some customer types consistently book high-ticket jobs. Others only call for minor repairs. Segmentation connects customer demographics to job types — revealing which segments fuel your biggest revenue days.

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Booking Frequency & Seasonality

We identify which segments are seasonal versus year-round — helping you predict when demand will come from each group and plan crew capacity, marketing spend, and promotions accordingly.

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How They Found You

Where your high-value customers came from — Google, referral, door hanger, or repeat from years back — tells you which acquisition channels are producing your best customers, not just your most customers.

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Segment Size & Revenue Share

A clear breakdown of how many customers fall in each segment, what percentage of revenue they represent, and how their share has changed over time — the baseline for making strategic decisions.

What You'll Receive

Your Customer Segmentation Deliverables

3–6 Named Customer Segments

Each segment is given a plain-language name and a behavioral profile — not just a cluster number. You'll know exactly who they are, what they buy, and how often they call.

Geographic Heat Maps

Visual maps showing where each segment is concentrated within your service area — pinpointing the neighborhoods worth targeting and those worth deprioritizing.

Revenue & Job Volume by Segment

A clear breakdown of what each customer segment contributes in total revenue, average job size, and call frequency — ranked so you know where your business actually comes from.

Repeat Rate by Segment

How many customers in each group have returned for a second job, and what the average gap between bookings looks like — the foundation for targeting re-engagement campaigns.

Marketing Recommendations by Segment

Specific, actionable guidance on how to reach more of your best segments — from ad targeting parameters to referral program design and direct mail territory selection.

Plain-Language Report & Debrief

A polished written report and a live walkthrough with our team — so you leave the engagement knowing exactly what the data says and what to do next.

Related Analyses

Pair Segmentation With These Services

Customer segmentation works best when combined with deeper analysis on the segments it surfaces.

Ready to See Who's Actually Driving Your Business?

Tell us what data you have and we'll show you what's possible.

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