November 18, 2025

Smart Marketer > Bad Merchandise Productivity

The comp segment analysis tells me a lot about how smart the marketer is.


Look at January / February / March. Comp Segment productivity (customers with exactly two purchases in the past year, measuring how much they spend in the next month) was awful ... -16% / -20% / -15%. 

Now look at Comp New/Reactivated customer counts for Jan / Feb / Mar. +5% / +2% / +3%.

This is a "tell" ... it tells me that there is a Smart Marketer working for the company. When existing customers don't like what you are selling, new/reactivated buyers shouldn't like it either. However, the Smart Marketer doesn't care what the merchants are doing (more on this topic tomorrow). The Smart Marketer knows that if merchandise isn't performing, then new/reactivated customers have to increase, for three reasons.
  1. To meet short-term demand/sales goals.
  2. To move inventory, you don't want that stuff stacking up during a downturn, that only creates more discounts and poisons the customer file further.
  3. To generate enough customers to protect next year.

The Smart Marketer knows these things. The Smart Marketer protects the business, knowing the Smart Marketer WILL NOT GET CREDIT for protecting the business. The Smart Marketer does it because it is the right thing to do.

The Lemonhead? The Lemonhead sees a sales decline and cuts the marketing budget, saving pennies, harming the ability to move inventory today, harming the ability of the brand to be successful tomorrow.






November 17, 2025

Is A Smart Marketer Working At This Company?

Back to our Rolling-Twelve Month Analysis.



There are times when a smart marketer is trying to overcome core merchandising issues. This analysis offers hints of a smart marketer.

  • Total Demand is flat in the past year.
  • Total Customers are up in the past year.
  • Spend per Customer is down $3 in the past year.

Smart marketers figure out how to grow customer counts when merchants suffer missteps (hint - all merchants suffer missteps - doesn't mean the merchant is bad, trust me, you'll know when you run across a bad merchant).

On an annual basis, I evaluate the productivity of twelve-month buyers and new/reactivated buyers.



This business has a rebuy rate problem. No, rebuy rates < 25% are not "bad", they are a function of what you sell. If the customer doesn't need what you sell annually, your rebuy rates will be low. Having said that, rebuy rates slumped from 23.9% to 19.2% over a multi-year period of time. It shouldn't be a surprise that as rebuy rates dwindle, price per item purchased increased.

Compared to a four-year average, rebuy rates are -9%, spend per repurchaser is +6%, the net of each is a -4% change in demand per inventory (rebuy rate times spend per repurchaser).

Customer productivity is down.

New/Reactivated buyer counts, however, are at a four-year high.

In other words, there is a Smart Marketer working at this company. The Smart Marketer figured out how to overcome a customer productivity issue via more new/reactivated buyers.

It should not surprise you that there are non-smart options out there. There are few things worse than a Lemonheaded Marketer who cuts back on marketing investment (which generally impacts new/reactivated buyers most) in collaboration with a short-term profit-focused Chief Financial Officer. Profit results frequently improve for a short period of time. The customer file contracts, and merchandise productivity is not addressed, resulting in a miserable second year.



November 16, 2025

Diagnosing a Problem

Ever wonder how I quickly diagnose issues?

This week, I'm going to share a handful of tables used in my Elite Program runs. Many of you already participate in the Elite Program. Most of you should have something comparable that you look at internally. It's been my experience that those who don't have something comparable "make up" a lot of theories about why business is good/bad.

Here is a Rolling Twelve Month analysis. Look at the table, and tell me what this business did to cook the books.



There are many "rolling analysis skeptics". These are the kind of folks who, in my hobby (headphone), like treble-enhanced planar magnetic drivers. They want all the details. I'm more of a tube amp kind of person, I like a warmer signature, smoothed over. I want a longitudinal view of a business. I want to see when the merchant made a mistake. I want to see when the finance professional injected herself into the business. I want to see when a marketer made a mistake. I want to see all of that in the context of time.

This is one of those situations where the CEO might tell me that everything is fine, the business is stable at around $40,000,000 per year, top-line sales.

No. The business is cooking the books.

Why do I say that?

The two columns on the far right side of the table.
  • Demand from Items Selling Above Their Average Price Point.
  • Demand from Items Selling Below Their Average Price Point.

Let's say you have an item that sells for $49.99. The marketer decides to run a promotion, 40% off. Now the item sells for $29.99. When the item sells for $49.99, it is selling at/above their historical average price point. When the item sells for $29.99, it sells below their historical average price point.

Now go back to the two columns on the far right side of the table.

Items selling at/above their historical price point:
  • $27.9 million past year.
  • $30.5 million a year ago.
  • $31.7 million two years ago.
  • $31.0 million three years ago.

Here are items selling below their historical price point.
  • $12.7 million past year.
  • $10.0 million a year ago.
  •   $9.2 million two years ago.
  • $10.9 million three years ago.

The past year tells us an interesting story. Full-priced selling declined by $2.6 million while off-priced selling increased by $2.7 million.

In other words, Management "cooked the books" ... they likely saw that they weren't going to meet budget, so they lowered prices via promotions to get the top-line "in-line".

Either this company has an inventory problem (rectified by clearing out products at lower prices), it is missing budget (which often causes an inventory problem) due to lower customer response, it has a forecast issue (the forecast was mistakenly assigned to be too high for what customers can deliver), or all off the above.

Are there other ways to diagnose this issue? Of course. Are you using other methods? Too often, the answer is "no". There's just speculation ... which is fun ... but isn't meaningful.


November 13, 2025

Five Tiers of Email Subscribers

You don't segment email campaigns to better target customers ... there are models / equations / AI to do all of that and do it really well.

You segment email campaigns to understand what is happening.

Segmentation doesn't have to be complicated. Here are five tiers / segments. If a customer doesn't meet the criteria for (1), you move down to (2) etc.

  1. 1+ Email Purchase in the Past Year.
  2. 1+ Email Click-Through in the Past Year.
  3. 1+ Email Open in the Past Year.
  4. 1+ Purchase in the Past Year, Not via Email Marketing.
  5. All Other Email Subscribers.

For each campaign, you measure performance by each of the five tiers of email subscribers. Tiers (1) and (2) will generate the vast majority of sales caused by email marketing. Tier (5) is the place where you execute your experiments, because these people are unlikely to open/click so you can try different ideas to see what might work ... if something works, move it up to Tier (4), if it works there, keep moving it up the ladder. Tier (3) is also a great place to experiment with new ideas.

Clients with very good email marketing programs generate +/- 25% of annual ecommerce sales from email marketing. If you aren't there yet, segment customers as outlined above, experiment, and measure results.

November 12, 2025

MRV in the Wild

Here's a recent email campaign from Macy's.



The $24.99 UGG Throw. That's the place where MRV matters.

Items featured in email campaigns should likely have two key qualities.
  1. A Winning or Contending Item (to boost sales).
  2. High MRV (S-Tier or A-Tier), to boost the future value of the customers who buy the item.

If you want a higher annual repurchase rate and all the loyalty benefits that come with it, why wouldn't you advertise your best-selling items that also cause customers to become more likely to repurchase in the future?

Contact me now (kevinh@minethatdata.com) for a quick $5,000 MRV run, paired with quarterly updates for a year at no additional cost to you.

November 11, 2025

Let's Try Something!!

I purposely bundle my Merchandise Residual Value (MRV) analysis into my new customer "S-Tier" analysis ... for good reason. It only makes logical sense to market the products that cause customers to become more "loyal" to prospects who are considering buying from you for the first time. It's the biggest "duh" in marketing.

Of course, some of you don't want to spend money analyzing new customers. You just want to know which items cause customers to be more "loyal". That makes sense.

So let's try something. For the rest of the week, I'll charge you just $5,000 for a simplified Merchandise Residual Value (MRV) run ... no writeup or detailed analysis or next steps or recommendations ... and I'll score your items quarterly for the next year. Blog followers only ... you get this opportunity because you've been loyal to me for a very long time.

Contact me now (kevinh@minethatdata.com).





November 10, 2025

Scarne on Cards

My parents bought this book for me in the mid-70s ... apparently they believed I had potential to be a gambler or loved card games, or both.

Turns out I enjoy statistics. And this book had a story in it that resonated with me in the 70s and the story sticks with me in my day job in 2025.

The author talked about playing a poker game in a casino. Each of six players starts with $100 (the specifics are likely different). At the end of each hand, the dealer would take $2 from the pot as the "house cut", the winner earned everything else. After fifty hands, $100 has been removed from the players. After one-hundred-and-fifty hands $300 has been removed from the players, leaving just $300. Assuming everybody had equal odds of winning, it meant that each player had $50 of their original $100. Everybody was losing money. If somebody was winning, it meant other players were broke.

His advice? Don't play games where the house gets a consistent and repeatable cut. You can't win. 

There are times when I look at the profit-and-loss statement of a brand and this story comes to mind. You know the company, they spend 25% of net sales on marketing expenses. Those are dollars going out of the pot, a cut to the house (Google, Facebook, etc). They get money, Shopify gets money, Listrak gets money, your favorite AI vendor is about to get a slice of your pie. In the catalog ecosystem, it's worse, because everybody in the e-commerce ecosystem gets a cut PLUS the paper people get a cut, your printer gets a cut, the USPS gets a cut, your boutique catalog agency gets a cut.

Is it any wonder that I tell you that you need ORGANIC orders, orders that don't happen because of marketing ... and when I tell you that the vendor ecosystem comes-a-fightin'???? They're the casino when the 1-800 number tells the gambler to stop gambling!

I'm not stupid (on this topic). You have no choice but to develop clever stuff that doesn't cost anything. That's your job! That's how your p&l works. That's how ownership keeps things going. That's how your Executive Team earn bonuses. That's how your Manager and Director make a credible living. That's how the analyst gets enough experience to eventually work in a Leadership role. 

Profit funds everything.

Think about it this way. You have a $50,000,000 brand that employs 125 people ... 75 of 'em are essentially earning $35,000 a year and the remaining 50 earn an average of $100,000. Multiply that out and it's around $7,600,000 in salary. If your brand is paying 25% of net sales in advertising costs, it means the vendors figured out how to get $12,500,000 while the actual employees ... the very ones who pay the vendors ... are only getting $7,600,000.

On what planet should your "trusted partners" earn 60%+ more than your employees earn? You're the one paying THEM!!!

Your job is to generate ORGANIC orders, orders that happen without the aid of marketing / advertising. Your co-workers depend on you to do that. So does ownership.

Smart Marketer > Bad Merchandise Productivity

The comp segment analysis tells me a lot about how smart the marketer is. Look at January / February / March. Comp Segment productivity (cus...