Marketing Data Science

What motivates people to RESPOND (click, like, share, comment), and CONVERT (buy, try, sign-up, subscribe) from your marketing efforts? This is a very important question, because the point of marketing is to get people to [think or] do what our campaigns [suggest or] direct them to do.

At the foundation of all marketing is Psychology. To be effective at marketing — getting people to buy our offerings or believe in our message — we must seek to understand what motivates our behavior.

BIG data science—the AI of today—monitors and categorizes our digital and cellular interactions, but NOT what motivates individuals to take a particular action. I use the word BIG because without a LOT of data, there is NO SCIENCE in data analysis. BIG data can recognize GROSS PATTERNS OF BEHAVIOR, which can be applied when marketing to large segments of the population, however, for most businesses using only paid digital ads to brand or sell your stuff is generally a waste of your marketing dollars.

Data science doesn’t work at TIGHTLY targeting individuals because PEOPLE LIE.

Psychology is more an art than a science. Humans are complex beings, our [perceived] needs and desires constantly changing with age, and life circumstances. We lie to ourselves — tell ourselves we need* things we don’t, or make promises we never keep, like dieting, exercise, control spending, be more productive, less time on our devices, YouTube…etc. We lie to each other, because we believe it ourselves, or we want to appear smarter, kinder, wiser. We ALL fib, exaggerate, fabricate, remember wrong, because memory has been proven to be faulty. Humans are fickle, which is what makes figuring out what motivates us particularly difficult when we often don’t know ourselves.

Facebook, Google, Instagram, most every site you visit now is ‘analyzing’ your digital (and cellular) footprint with their large language models (LLMs), and large action models (LAMs). Platforms selling digital advertising, and unfortunately their users, rely on AI to ‘target’ your marketing, but they know virtually nothing about YOU because AI can’t tell the truth from a lie.

We are just beginning to identify a few basic behavior patterns common to most of us through BIG data collection and analytics. However, identifying patterns and categorizing behaviors does not automatically give us the reason why someone chose to take an action.

Today’s AI doesn’t ‘learn’ what motivates each of us, regardless the hype. It mimics learning by recognizing patterns, then correlating, categorizing, and collaborating distinct behaviors into groups. The ballooning BIG data (AI) industry has great marketing though, because they’ve convinced most (young) marketers that creating campaigns on analytics alone will garner greater SALES, though this is a lie.

Remember, our psychology is what gets us to believe in a cause or take any action. Humans are dynamic, complicated, volatile, erratic, and to get what is truly motivating us is really hard since we lie so often to ourselves and others. We all do, as previously stated. Like it or not, every one of you reading this post lies. A lot! We lie to appear politically correct, even though we are all born racists. We tell ourselves all kinds of crap to excuse unhealthy behavior, and rationalize our positions with even more crap that we tell others. Everyone does. Lying is a human condition, like self-interest. We all lie/justify/rationalize to ourselves, and subsequently others — loved ones, friends, colleagues, strangers — most every day of our lives.

TARGETED [digital] marketing is supposed to get advertiser’s ads in front of the people most likely to find interest in them. The truth is, Google, Insta, TikTok…etc. don’t have a clue who is posting lies, or why. So, when your analytics dept, or AI on the Facebook Ads app tells you it KNOWS the target markets for your offering, without intimately knowing the best bits about the offering you’re selling, FB’s lying to you. Even with all their BIG data analytics of our digital footprint, quantitative data doesn’t tell us qualitative reasons why anyone really does most anything.

Response rates average between .05–2% with most digital advertising, which is actually LOWER than with email, TV, even print and other ‘traditional’ media.

So much for the wonders of data science making your marketing work to sell your offerings. And all the Likes and Shares in the world won’t SELL YOUR STUFF. Smart marketing requires more than letting Google Ads’ interface pick your target markets, even write your ad copy while you upload an image or vid. If you want better response rates, as in CLICKS on the links you provide in your ads, you need to take the following steps. IN ORDER:

1. List as many real, potential [and perceived] FEATURES of your offering as you can.

2. Identify the PEOPLE (target markets) who will BENEFIT from the best FEATURES of your offering.

3. Create original marketing and ad campaigns that align/sync/match the best FEATURES of your offering with those most likely to BENEFIT/want them.

Effectively marketing an existing offering, new product/service/message, or even an idea requires actually THINKING about the TYPE of person who will likely BENEFIT the most from the unique FEATURES of what you’re selling.

When Google and Facebook tell you they know who (target markets) will find interest in your offering knowing nothing about what you’re selling, or the people that will BENEFIT from using it, well, they’re lying to you. Their ‘targeting’ is KEYWORD based—NOT our psychology. Additionally, when people post on their social feeds, they often post falsehoods/lies, either because they’ve convinced themselves it’s the truth, or because they are trying to market, i.e. SELL/brand themselves to others. Facebook’s AI can’t tell the truth from a lie, especially since so often we can’t, even to ourselves.

Another TRUTH: most advertising lies. Marketing sells real benefits, as well as perceived benefits. Apple sells the perception their devotees will be ‘more creative’ if they use Apple devices, but this is a lie. Creativity comes from inside of us, not from the technology we use to create it.

Sure, there’s bound to be many who will tout success with data science, especially large corps and political orgs that spend billions annually flooding our feeds with ads. Thing is, throw enough shit against a wall and some of it will stick, which is why digital ad platforms can show results. They’ll spend your marketing dollars for more bullshit stats of Likes that may feed egos but does nothing for sales.

  • Google, FB, social media ads [generally] get a .05 – 2% response rate.
  • Networking yields 20-40% response.
  • Email gets [approx] 25% open rate.
  • Even print [geotargeting] will garner 4.4 – 9% response.

Smart marketers/marketing—the kind that yields SALES—knows what they are selling, intimately. They design, write, and produce campaigns that will spark interest, engagement, and funnel to sales because they’re always marketing the FEATURES of their offering that fulfill a desire or BENEFIT a specific TARGET MARKET. Producing SMART MARKETING with every campaign will SELL YOUR STUFF, without using data ‘science’ at all.

*NEED is a philosophical construct. We don’t NEED anything, not even food if we don’t care about living. Humans DESIRE things—possessions, children, relationships; to feel ‘happy,’ satisfied, sated…etc.

Smart marketing creates [perceived] NEED from DESIRE.

My First, Last, and Only MVP

Startup MVPs are a FAILED biz model, but I did one anyway…

“Looks like cancer to me,” the PA said while I wiped off the ultrasound goop. She’d just taken samples of the 15mm ‘lesion’ in my neck with a fine needle.

I stared at her trying to process what she’d just said while she continued.

“I’ve been doing this for 20 years and your tumor looks wonky.”

“You mean with tendrils?” I’d found through my research that tendrils mean malignant.

“Yeah,” the PA said casually. “It has an irregular border and that’s a tell-tale sign of cancer.”

I continued staring at her, tears welling then spilling down my face. It wasn’t her job to give me a diagnosis. That was for the biopsy labs, and the radiologist who read my scans. Regardless, I believed her, thanked her, and left. I willed myself to stop crying as I navigated the hospital maze to meet my husband waiting in the lobby.

“What?” he asked the moment he saw my face.

“I’ll tell you in the car.” I wanted to stave off crying till then but tears fell in the elevator and didn’t stop when we were both safely ensconced. “She said I have cancer.”

“What?”

I told him in detail exactly what she’d said. “Seems to me nurses and PAs must know what they’re talking about since they’re the ones doing these procedures all day long,” I added, sinking further into darkness.

My husband sat there trying to process what I’d told him. The silence under four floors of concrete in the parking garage made it feel like a tomb. Dying was suddenly real, present. Cancer. Would I die like my mother, a slow, painful death ‘before her time,’ lingering as a guinea pig with every new drug and treatment trial? I don’t want that for my family.

“I’m here for whatever you need,” my husband finally said.

I felt him looking at me but I didn’t look up. “Thanks.” And I took his hand as he slid it onto my leg. “Right now I wanna go home.”

My husband driving, we were crossing the bridge, the water sparkling in the late morning sunshine, the forested hills beyond, and only one thought kept looping in my head. “I haven’t had enough fun,” I said. “I’ve worked since I was 14 and I haven’t had enough fun.”

The next six weeks I could not wrap my head around writing fiction or anything else while I waited for the complete test results. I spent the first week in my office researching cancer malignancies. Death rates. Age. Weight. Race. Genetics. Environments that increase cancer rates. Too much information turned into self-sabotage.

I vowed to stay busy between the travel and venue experiences my husband and I arranged. By week two I’d abandoned all hope of producing even a blog and defaulted to social media marketing my body of work. I’ve done SMM for 20+ yrs. Creating digital campaigns and posting them organically is a lot simpler — takes way less thought — than, say, writing The Power Trip. Except I hate marketing! It may come more easily to me, as it’s been my ‘real job’ for most of my career, but I really don’t like doing it. I like creating the campaigns. I just don’t care for posting them, responding to comments, monitoring for spam…etc. Admining SMM is mind-pummelingly dull. And now, more than ever, I want fun!

Week three we’re traveling, staying along the coast off Hwy 1, when My Chart emailed me test results, which were inconclusive and recommend nuclear testing on my biopsy samples. I’m back in my office midweek in hopes my muse will emerge from the blackness within and join me in my head, but no such luck. Again I defaulted to SMM, but am so disgusted I’m doing so with my limited life’s time, I go on Amazon and look for “relaxing activities” that don’t take much thought or require continuity of focus like writing does. This was my introduction to Adult Coloring Books.

I perused Amazon’s selection and don’t find anything that strikes me. They were either too complicated, too spiritual, or too realistic. I’ve never liked coloring in the lines, but clearly others do, as several of the coloring books had thousands of 5-star ratings. I clicked on one with over 6,000 ratings [ostensibly] from satisfied customers. The author/illustrator had a How To video on her sales page on coloring techniques with markers. She kept up a light patter as she colored, at one point saying that her coloring books practically “sold themselves” with just “organic SMM.” She assured her viewers that adult coloring books are a vibrant, growing market, ripe with targets looking for ways to unplug and relax, “guaranteed.”

Waiting for definitive test results, I still could not sustain the extended linear thinking that writing requires. Books that sell themselves instead of me having to market them sounded too good to be true, but it was hard to think right then, and I wanted it to be true so badly. The siren of Hope taunted, lifting my muse from the black hole she was in and sparking creative thoughts. I’ve been drawing since I was a little kid. My undergrad degree is in art/design. And the best bit — drawing requires very little brain power. It’s easy, simple fun! And maybe I could finally make some money on a book.

This was the birth of my MVP: Flowering Fractals and More: YA and Adult Coloring Book.

I’ve taught hundreds of student entrepreneurs at Stanford and Cal Berkeley that launching an MVP without PRODUCTIZING their IDEA BEFORE BUILDING IT was ignorant in the extreme — a waste of time, resources, and money. I’ve presented countless examples of startups that never launched, or failed in the first few years — and that’s for the few that lasted beyond their first.

In deciding to create a coloring book without establishing any real differentiators, without targeting any specific markets, without researching competitors, their sales, their ratings beyond the bestsellers presented by Amazon, I simply ignored a decade of the advice I’d been preaching. I went after doing what was fun — illustrating a coloring book I’d enjoy coloring.

I should have recognized the fatal flaw in my thinking right then. I wasn’t creating art. I’d made a business decision to build an MVP. For money, not the love of the craft, as I do with fine (fiction) writing. From a marketing perspective (my ‘real’ career), creating products and in-person or online services isn’t only about pleasing ME. Producing sellable offerings is about the utility/solutions [like nothing else out there] that it offers other people.

I projected a month to produce the coloring book. I’d know if I have cancer by then, and I played out scenarios for both positive and negative results as I created pages of line renderings. A few weeks into completing under 10 canvases that I considered worthy of publishing, I realized I’d taken on a project that was guaranteed to exceed deadline, which I’d never done before in my consulting gigs.

“Benign!” my husband read my nuclear biopsy results aloud on My Chart [since I was too scared to read them].

We exchanged places and I sat in front of his laptop and read the entire report, which, indeed, indicated the “lesion” is benign. After kisses and a long hug, I went back to my office to continue working on my MVP coloring book. On the walk there I considered ‘what’s next.’ The diagnosis had given me Time, but the experience has been a stark reminder I don’t have much left.

My muse was suddenly beside me, lacing her fingers in mine and flooding my brain with The Power Trip edits and additions. Writing fiction seemed doable again! By the time I sat down at my desk and opened my laptop on the illustration I was currently working on, finishing my MVP seemed a lot less fun.

Creating MVPs — building, and often launching a product or service BEFORE PRODUCTIZING the IDEA — came from Eric Ries’ book The Lean Startup. A Yale BS in CS graduate, Eric co-founded IMVU and built a similar platform to the metaverse Second Life. IMVU released their metaverse in 2004. The MVP had a ton of bugs, crashed constantly, and had little function beyond what Second Life had launched a year before them.

In 2004, ‘pick your skin’ interactive virtual communities, where you could be whoever you wanted to be, were just coming online. Most gamers were playing FPS on Nintendos back then. The few who chose to engage on real-time metaverse platforms were either curious, or lonely, or pervs. (LOTS of porn on SL and IMVU.) Until 2008, this small group of gamers, mostly incel coders (their primary target market) were the dedicated user-base of IMVU. They helped turned the piece of crap software Eric Ries and his co-founders launched into a functioning interactive platform. It peaked in 2011 and has been losing users ever since. Too buggy. Not enough functionality, are some of the complaints. In today’s world, gamers have enough choices that they don’t have to tolerate crap. And now there are fewer incel coders willing to work for free to improve some startup’s MVP.

MVP is a failed business model and a primary reason that 90+% of all startups fail. Investing your time, talent, and even money into doing the “fun” part of building your idea into an MVP before PRODUCTIZATION is a fool’s play. And I know all this, but did one anyway.

Took me a total of three months — two over scheduled — to complete the coloring book, publish it, and create SMM to organically promote it, (per the bestselling author’s ‘guarantee’ of sales in her How To video). Most MVPs run over-schedule (and often budget) to produce. I never bothered to develop a business/marketing plan with hard deadlines; or defined unique features/benefits of my coloring book idea, or specific target markets who may find value in my offering.

In the weeks that followed, while posting my digital campaigns on Pinterest to Insta, their rec engines pulled up thousands of adult coloring books I did not see on Amazon with my cursory search which started me down the MVP path. I hadn’t done competitive analysis, nor identified my product’s differentiators before I built and launched my coloring book, so I had no idea that regardless how uniquely beautiful my illustrations, thousands of adult coloring books preceded me. Flowering Fractals and More was going to be a tough sell. And marketing is not fun!

A cancer scare wiped my ability to write, which led me to look for a relaxing pursuit, which led me to adult coloring books, which inspired me to create an MVP — a business offering. But truth is, it was more hobby than business. Ultimately, investing my limited life’s time creating a product that doesn’t sell is not fun.

SaaS Apps that F**k You

I’ve been house hunting on REDFIN for over 5 yrs with no luck. The homes I want are either too expensive, a flat-out ripoff, or an offer is accepted within 24 hrs of listing. We’ve bid on 5 houses, and we’ve been ‘out bid’ every time.

I’ve defaulted to using Redfin.com almost exclusively, as they released MLS (Multiple Listing Service [of homes for sale]) data within minutes of the broker’s listing. ZILLOW, REALTOR.com, and their like often show new MLS listings hours later.

assumed that Redfin was helping me find a home. But what this SaaS (Software as a Service) offering is really doing is screwing most potential home buyers like you and me. Making MLS listings available the moment a property is listed for sale to everyone online, globally, does NOT ‘level the playing field.’ Democratizing MLS listings introduces 50+ interested buyers at every doorstep, jacking up housing prices with fierce competition for the same property.

Real estate brokers love this software! They now give you access to their paid MLS subscription (Matrix), knowing we all get it from Redfin anyway. Promoting “competitive bidding” makes them richer with every sale.

Book a trip on HOTELS.com or EXPEDIA lately? Ever? If you use travel apps you are spending more than you need to. Guaranteed! You’ll get a better hotel rate if you call the places you’d like to stay, and talk directly to their front desk. I’ve booked family vacations for 21 yrs now, and every single time, without fail, from Victoria, Canada, to Venice, Italy, the rates are cheaper if you book directly by calling the places you plan to stay.

The original idea with travel apps was they’d buy in bulk and sell at a discount. But like Pets.com, these sites quickly learned the destinations were not very flexible on their rates, so they ‘pivoted’ their SaaS with marketing. They sold users on ‘Packaged Deals,’ but you’ll be locked in to their ‘deals,’ which often aren’t ideal, and your vacation will cost more booking through them, even though they advertise that they save you money. Travel apps offer you no real value, and often rip you off, adding charges to cover the cost of maintaining their business.

Same goes for most middlemen SaaS offerings. It cost money to run their platforms, and they pass that cost on to their paying customers.

Ever use ANGIE’S LIST, or HOME ADVISOR, or THUMBTACK to get recommendations for services from contractors to dentists? Most of their good ratings are LIES. Angi’s, and their like, are advertising platforms. They are like Phone Books in the olden days. The BUSINESS PAYS these SaaS apps to have their name appear in search results. Even on Angi, the listing may be free, but your business will be buried in their search returns if you do not pay their ‘premium’ rate. Few (if any) of the good ratings and reviews awarded the businesses are real. Either the business solicited friends and family to post good reviews, and/or they hired an outside marketing firm to create high ratings (usually from India or the Philippines doing click scams). Angi and their like bury the negative reviews (as does Google), as pissing off their paying clients would be bad for their SaaS business.

These SaaS recommendation sites say they do a standard background check, meaning criminal records to professional license, but that’s about it. A few say they reach out to the vendor’s customers by phone, which they may, but with contacts the business gives them. Maybe they get the wife of the vendor on the phone, and of course, she just loves his work! High ratings mean you’re more likely to hire them. And the business is more likely to keep paying Angi and Thumbtack to appear on their lists.

Developers and marketers of middlemen SaaS apps will argue they are “doing good” for the world, whatever that means. (Doing good for them?) They are ‘setting information free to form an egalitarian society,’ Silicon Valley types profess. But I’ve already established that these apps, and their like jack up the cost of goods and services, as IRL middlemen do. Creators of middlemen software will tell you they are offering you a ‘convenience.’ Bullshit. With a few clicks you too can book flights, hotels, car rentals, arrange appointments with contractors, find a [good] dentist. Do your research and go beyond Google to Bing, DuckDuckGo, Reddit, ChatGPT, Nextdoor…etc., and you can find all kinds of information about a company or vendor, including reviews across a broad spectrum, not just the paid ratings on Expedia or Angi.

Most SaaS apps today require you give them a ton of personal data to utilize their ‘service.’ Additionally, they put ‘cookies’ on your mobile and PC that track everywhere you go online, and IRL (through your phone). Not conspiracy theory. Cookies (sweet and inviting name, right), track and log your behavior to ‘improve your overall [online] experience,’ as well as more tightly target you with advertising the app believes you’re more likely to respond to.

Ever wonder why entertainment events have gotten so expensive? The only way to buy tickets these days is through a SaaS app like TICKET MASTER. And you better hope when you log on the broker site doesn’t crash, or sell you fake tickets, or sell out in the first 3 minutes with millions vying for the same show. And good luck getting a refund if you need to cancel, or the event is canceled. The software IS the service, which generally means little to no actual customer support.

Wanted to go see Barbie a week after it opened with my daughter on her short visit home from college. There were no tickets available at any theater within a 100 mile radius the 5 days she was home because they’d all been purchased in advance online. Before the ‘convenience’ of apps like FANDANGO, or AMC, or REGAL, we’d at least have had a chance to see the movie if we waited in line, even if it meant getting to the theater early to ensure we got tickets. It is neither convenient nor cost effective buying movie tickets with SaaS apps. In addition to the high costs of the tickets, these movie apps charge an additional fee for ‘online processing.’

Look for a job on LINKEDIN or INDEED lately? Find a job post that interests you, and even if the ad has been online less than 24 hrs it still has hundreds of applicants. You’d better have one hell of an amazing skill set, and a CV with all the right keywords that fit the exact niche of the job requirements to get noticed among your competition.

Democratization [a la Google]:

  • The introduction of a democratic system or democratic principles.
  • The action of making something accessible to everyone.

SaaS developers and marketers inject this buzzword into most pitches these days. They’re democratizing the web, upholding democracy, doing good, they’ll tell you. Not sure how many buy into this rhetoric to make themselves feel and appear philanthropic, or it’s all a big sales pitch while they’re dreaming of a billion dollar acquisition or going public and becoming instant millionaires.

Seriously, how convenient is it being robbed of our money and information every time we use software ‘services’?

Let’s get real. Democratizing MLS listings—making them accessible to everyone on the internet—is a BAD IDEA for home buyers, now forced to compete for a home against 20 other offers, a third of those offering cash by corporations that can afford to pay tens of thousands over asking. Democratizing movie tickets forces movie goers to buy tickets sometimes weeks before the film’s release without ever hearing if the movie is any good. Democratizing plane tickets to hotel reservations raises the cost of travel for everyone by exponentially increasing the demand.

Democracy [a la Google] “is a system of government by the whole population or all the eligible members of a state, typically through elected representatives.” As for upholding democracy, I had no representation to help me get back the over $300 AMAZON PRIME ripped off from me when they signed me up without my knowledge and then made it almost impossible for me to cancel the account.

We are not a democracy, as this country is run by big business, in particular FAAMG (Facebook, Amazon, Apple, Microsoft, Google), the gatekeepers of our personal data run [a muck] by greedy, unregulated children.

Want to know why you can’t afford to buy a home today?

Is the cost of events and movie tickets keeping you home watching NETFLIX (yet another SaaS app that eats up your money, and worse your life’s time, but at least they deliver entertainment)?

Even ChatGPT could not give me an estimate on the number of SaaS applications online today. (It had no clue what ‘middlemen’ software is.) The consensus of search results from multiple sources agree the SaaS industry is growing so rapidly, virtually exponentially, estimates have to be based per industry. According to Statista, the SaaS industry is worth $197 billion U.S. dollars and estimated to reach $232 billion by 2024.

While many SaaS apps provide value, especially for running a business, from CRMs, to CMS, to ERP, most consumer-facing middlemen SaaS apps are not only valueless, they are dangerous. Sucking people in with lies about savings on movies or when booking travel through their app; democratizing information making it impossible for anyone but the uber-rich or cash-flushed corps to act on, and rising the cost of, well, everything, ultimately is neither convenient nor cost effective for 99% of us.