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Maria Alice Maia
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Research to ROI | Beyond A/B Tests: A Causal Method to Finally Measure the True ROI of Your Training Programs
You just spent $2 million on a new sales training program. The team that took the course showed a 15% lift in performance six months...

Maria Alice Maia
Sep 33 min read


From Research to ROI | The Real-Time Index: A Playbook for Turning Unstructured Text into a Strategic Asset
Your brand perception report is already a history lesson. Here’s a story I see play out constantly. A major consumer goods company tracks...

Maria Alice Maia
Sep 13 min read


Deconstructing Complexity: How Kernel Regression Reveals the Simple Truth in Over-Hyped Models
That 'sophisticated AI' your team built to predict employee turnover? It might be an illusion. A very expensive, beautifully back-tested...

Maria Alice Maia
Aug 273 min read


You asked to be forgotten. We deleted your data. But did our AI really forget you?
This is not a philosophical question. It’s a ticking time bomb of liability and broken trust that most companies are sitting on. There’s...

Maria Alice Maia
Aug 13 min read
![[PT] Um aviso importante sobre a privacidade e segurança de dados do Brasil - An important warning about data privacy and security in Brazil](https://static.wixstatic.com/media/ce8291_5617b63e9bb44e71bab28eeb435eebdc~mv2.png/v1/fill/w_333,h_250,fp_0.50_0.50,q_35,blur_30,enc_avif,quality_auto/ce8291_5617b63e9bb44e71bab28eeb435eebdc~mv2.webp)
![[PT] Um aviso importante sobre a privacidade e segurança de dados do Brasil - An important warning about data privacy and security in Brazil](https://static.wixstatic.com/media/ce8291_5617b63e9bb44e71bab28eeb435eebdc~mv2.png/v1/fill/w_454,h_341,fp_0.50_0.50,q_95,enc_avif,quality_auto/ce8291_5617b63e9bb44e71bab28eeb435eebdc~mv2.webp)
[PT] Um aviso importante sobre a privacidade e segurança de dados do Brasil - An important warning about data privacy and security in Brazil
[Note for Non-Portuguese Speakers]: This article is in Portuguese because it invites Brazilian readers to take part on a participatory...

Maria Alice Maia
Jul 149 min read


A Year of Data Insights: My Top 5 Learnings for Managers and Tech Pros
This past year, we’ve journeyed from the halls of EU regulators to the frontiers of AI research and the front lines of business. We’ve...

Maria Alice Maia
Jul 143 min read


Data Lake or Data Swamp? Lessons from Building a Central Data Infrastructure
There are few initiatives that can destroy more capital with less to show for it than a poorly planned data lake. The pitch is always...

Maria Alice Maia
Jun 23 min read


Proactive Trust Architecture & Ethical Consent Design
That ‘I Agree’ button your customers just clicked… what did they really agree to? In the digital economy, a silent, cynical standard has...

Maria Alice Maia
May 193 min read


A New Touchpoint and Next Steps for our Data Science Insights
Nine months ago, I started this project with a simple, urgent mission: to fix how we use data in business. We began with a deep dive into...

Maria Alice Maia
Apr 72 min read


Synthetic Controls & Beyond: Your Questions on Single-Case Causal Inference
The response to last week's post on the Synthetic Control Method was incredible. The questions flooding my inbox and past week's...

Maria Alice Maia
Mar 313 min read


Case Study: Conditional Cash Transfers & Children's Outcomes using an RCT
You’re spending millions on programs, but can you prove they actually work? I’m not talking about pretty dashboards showing a “before...

Maria Alice Maia
Mar 103 min read


Managers: When to Ask for an RD (Regression Discontinuity) Analysis, and When It's Just 'Tech-for-Tech' Overkill
Your data science team just proposed a "Regression Discontinuity Design" to analyze your new sales program. It sounds impressive. It...

Maria Alice Maia
Jan 133 min read


Core Concept: Difference-in-Differences (DiD) - Basic Setup & Parallel Trends Assumption
Your firm rolled out a new project management tool in the Strategy department. You compared their change in productivity to the...

Maria Alice Maia
Jan 73 min read


From Research to ROI: New Method: Doubly Robust Estimation - Combining Strengths
Your team needs to know if the new digital invoicing system is truly making them more efficient. You have two standard ways to measure...

Maria Alice Maia
Nov 18, 20242 min read


Project Touchpoint: What We've Learned, What's Next.
In any good consulting project, there comes a moment to pause, review the initial findings with the client, and chart the course for...

Maria Alice Maia
Oct 7, 20242 min read


Your model has a 98% accuracy score. So why is nobody using it?
To every data scientist, ML engineer, and BI analyst: Your model has a 98% accuracy score. The code is beautiful. The architecture is...

Maria Alice Maia
Sep 23, 20243 min read


New Topic: Designing Business Experiments: A Roadmap
A consulting team advises a retail client to test a new in-store display. They roll out the new display in their 10 best-performing urban stores and compare sales to the 10 worst-performing rural stores. They run the "test" for one week. The result? A beautiful PowerPoint deck showing a 50% lift, leading to a multi-million dollar national rollout.
This is analytical malpractice. The two groups of stores were never comparable (selection bias), and a single week of data is mean

Maria Alice Maia
Sep 9, 20243 min read


Managers: Don't Ask for 'More Dashboards.' Ask for Specific Problems' Answers and Insights.
This is the most classic form of "Kindergarten Data": you ask for a tool without defining the problem. The result? A "dashboard graveyard." Your team spends weeks building a beautiful, complex dashboard with 50 filters. You look at it, get overwhelmed by charts and numbers that don't lead to a clear decision, and after two weeks, you stop opening it.
The data team is frustrated. You’re disappointed. And a massive amount of time and money has been wasted creating a useless

Maria Alice Maia
Aug 26, 20243 min read


The "Kindergarten Data" Trap: Why Your Basic Dashboard is Lying to You (and What to Ask for Instead)
I've been in the trenches of sales and marketing for decades, leading teams at giants like Itaú, Stone, and Alura. I’ve seen the sheer...

Maria Alice Maia
Jul 15, 20243 min read
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