Growth Newsletter #132
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This week's tactics
7 questions to ask before and after an experiment
Insight from Experimentation Works, by Stefan Thomke.
Everyone loves to say, "Let's run an A/B test!"
But it's actually not the right move in many cases—particularly for startups. Make sure you can answer “yes” to these 7 questions before and after running an experiment:
Before
#1. Is your hypothesis testable?
Testable: “If we change our landing page header, our CTR will increase.”
Not testable: “If we change our landing page header, site visitors will like it better.”
That’s subjective and not measurable.
#2. Have stakeholders committed to abiding by the results?
We tend to reject outcomes that contradict our beliefs (called the Semmelweis Reflex, for gross reasons). That can be a problem if an experiment’s results are at odds with HIPPOs: highest-paid people’s opinions.
So ask: Are the HIPP actually willing to change it?
#3. Is the test doable?
Be realistic about the amount of time and resources it’ll take to reach statistical significance. If you don't have high volume, it probably isn't. Use this calculator to find out
#4. How can we make sure results are reliable?
Pay attention to Twyman's Law: Any figure that looks interesting or different is usually wrong.
Be very skeptical of the results, particularly if they're surprising.
After
#5. Are there clear cause and effect?
People shop more when it’s cold in the UK. That doesn’t mean they shop more because it’s cold. It probably has more to do with the holidays.
Correlation is not causation. Drill into the deeper reason.
#6. Have we gotten the most value out of it?
Your results could affect your market, product roadmap, future experiments, and entire growth strategy. One way to increase experiment value is to share your findings with your entire team.
#7. Are our experiments truly driving decision making at our company?
Are you just doing them to checking them off of a to-do list? Or is it actually something that's driving decision making? If not, they’re not worth the resources you’re putting into them.
And as a handy reference, here's a graphic!

Sell more by adding bonuses to your offer
Insights derived from Contagious by Jonah Berger and $100M Offers by Alex Hormozi.
If you're older than 30, you probably remember late-night informercials for knives and exercise equipment.
"You might pay $100. You might even pay $200! But we're selling it for just $39.99 for the next 20 minutes.
BUT WAIT, THERE'S MORE! If you order in the next 10 minutes, we'll give you a second knife, and a knife sharpener worth $20 for free."
Here's how that worked:
- They price anchored you at $100 or even $200.
- $39.99 seems cheap in comparison—what a deal.
- But they "quantity anchored" you at 1 being 39.99. Now they offer 2 for the same price!
- Oh wait, AND a $20 knife sharpener too? I'd be crazy to not order several.
- For good measure, they added time pressure to get you to order right away—at 1 AM while your partner is asleep and not there to talk sense into you.
These were really effective.

We can use similar sales tactics, just in a less obvious and cringe way.
Here's what Alex Hormozi recommends for creating effective "bonus offers" on sales calls:
Psychologically, if there’s all these bonuses, the buyer will think: “Well, the core offer has to be more valuable than all these bonuses."
And if you assign a price point to the bonuses that exceed that of the core offer, it’ll become a no-brainer—like an extra $40 knife and a $20 knife sharpener.
Community Spotlight
Community Spotlight
We love it whenever someone gives Demand Curve a shoutout! Today, we're spotlighting a few of these people—who are also up to incredible things:
- Desislava Arnaudova is a Marketing Expert and Mentor at Hop Online, a performance marketing agency for SaaS companies. We're honored to be included in her LinkedIn post about useful marketing resources—check it out here.
- Franki Chamaki is Global Marketing VP at HIVERY, where he and his team use AI to support consumer goods companies and retailers with assortment strategy simulation and optimization analytics.
And as a very self-serving spotlight, I launched my first YouTube video on how I used AI to create my top post on LinkedIn. One of my goals going forward is to inject more video into our content, community, and site. First of many!
Want to see your name in the next issue of the Growth Newsletter? Share about your work and any of your recent growth marketing wins here.
News and Links
News you can use:
- TikTok is adapting to the EU Digital Services Act with some big changes for EU users. Like discontinuing personalized ads for teens aged 13-17 and allowing people to disable personalization in For You and LIVE recommendations.
- Tough times for spammers. Instagram users you don’t follow can now only send one text-based DM to chat—no unsolicited images or videos.
- In a few weeks, Threads will get a search function and be available on the web. Meanwhile, Twitter X is working on building semantic search into its platform.
- OpenAI added six new features to ChatGPT, including sample prompts, suggested replies, and keyboard shortcuts. Plus subscribers can also now upload multiple files at once.
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Something fun
I'm considering rebranding the DC website. What do you think?

Shoutout to Joey Noble for this hilarious design.




