Newsletter (85)

Analytics is as much about persuasion as it is truth-seeking Newsletter

Analytics is as much about persuasion as it is truth-seeking

Not all analytics is truth-seeking; much of it is persuasion, and that changes what we should expect from BI tools and governed data layers.

Huy Nguyen · September 10, 2026 · Newsletter
Vibecoding Analytics: Three Observations on Agentic Analytics Business Intelligence

Vibecoding Analytics: Three Observations on Agentic Analytics

More and more people are starting to vibecode analytics, and we're seeing it at Holistics too. There are the obvious effects, but the second-order effects of AI are probably much more interesting.

Huy Nguyen · August 27, 2026 · Business Intelligence
Slice n' Dice: A Self-Service Story Business Intelligence

Slice n' Dice: A Self-Service Story

We explain the what and why of self-service analytics through a story of a fictional pizza restaurant.

Huy Nguyen · May 30, 2025 · Business Intelligence
The 4 Types of Data Scales Business Intelligence

The 4 Types of Data Scales

Numbers aren't all created equal; they fall into four distinct categories known as data scales. Understanding this, you'll learn how to handle each type correctly to make your data work for you.

Huy Nguyen · November 13, 2024 · Business Intelligence
An Interview with Christine Jiang, former Director of Core Analytics at Vimeo Designing Data Organizations

An Interview with Christine Jiang, former Director of Core Analytics at Vimeo

For this week’s episode of Designing Data Organizations, we spoke with Christine Jiang, former Director of Core Analytics at Vimeo, who was with the organization between 2020 and 2024.

Gabriel Zhang · June 19, 2024 · Designing Data Organizations
An Interview with Michael Perlis, Director of Business Intelligence at ZoomInfo Designing Data Organizations

An Interview with Michael Perlis, Director of Business Intelligence at ZoomInfo

Designing Data Organizations is brought to you by Holistics, where we delve into the intricate process of creating and optimizing data teams within organizations.

Gabriel Zhang · May 24, 2024 · Designing Data Organizations
The Three Types of Fact Tables Data Modeling

The Three Types of Fact Tables

A concise tour of one of the basic components of Kimball dimensional data modeling. We explore the three types of fact tables, and then analyze why they have lasted the test of time.

Cedric Chin · May 07, 2024 · Data Modeling
An Interview with Nachiket Mehta, Head of Data and Analytics Engineering at Wayfair Designing Data Organizations

An Interview with Nachiket Mehta, Head of Data and Analytics Engineering at Wayfair

Designing Data Organizations is brought to you by Holistics, where we delve into the intricate process of creating and optimizing data teams within organizations.

Gabriel Zhang · May 02, 2024 · Designing Data Organizations
4 levels of Analytics-as-Code Business Intelligence

4 levels of Analytics-as-Code

How did Analytics-as-Code evolve? We explain the history behind the movement, and present the 4 levels of analytics as code over the years.

Huy Nguyen · March 25, 2024 · Business Intelligence
An Interview with Hannes Felsberg, Group Lead Data at Trade Republic Designing Data Organizations

An Interview with Hannes Felsberg, Group Lead Data at Trade Republic

Designing Data Organizations is brought to you by Holistics, where we delve into the intricate process of creating and optimizing data teams within organizations.

Gabriel Zhang · March 14, 2024 · Designing Data Organizations
Death to Dashboards, Really? Business Intelligence

Death to Dashboards, Really?

Are dashboards really 'dead'? A response to a vendor trend that seems rather premature.

Cedric Chin · February 12, 2024 · Business Intelligence
The Emotional Needs of Dashboarding Business Intelligence

The Emotional Needs of Dashboarding

Treating your dashboards like a product means thinking about ALL of your user's needs — rational or otherwise.

Cedric Chin · January 23, 2024 · Business Intelligence
Nailing An Analytics Interview Case Study: 10 Practical Strategies Business Intelligence

Nailing An Analytics Interview Case Study: 10 Practical Strategies

10 practical tips/strategies I extracted myself when doing analytics case study as part of job interview process.

Gabriel Zhang · January 16, 2024 · Business Intelligence
The Two Forms of Metrics: Interval vs Point Business Intelligence

The Two Forms of Metrics: Interval vs Point

In actual business conversations, the metric's form is sometimes ignored and implicitly understood. Understanding this concept gives you much better clarity in dealing with metrics.

Huy Nguyen · November 13, 2023 · Business Intelligence
The skills chasm of the data analyst career Business Intelligence

The skills chasm of the data analyst career

Why are so few data analysts get good at business problem-solving?

Huy Nguyen · October 10, 2023 · Business Intelligence
Data Careers: Dealing With Being in a Cost Center Business Intelligence

Data Careers: Dealing With Being in a Cost Center

Building a career in data often means building a career in a business cost center. This isn't necessarily bad. Here's how to think about it.

Cedric Chin · July 17, 2023 · Business Intelligence
LLM Is Not Enough (For Self-Service Analytics) Business Intelligence

LLM Is Not Enough (For Self-Service Analytics)

Thanh Dinh · June 28, 2023 · Business Intelligence
How Would An Ideal Semantic Layer Look Like? Business Intelligence

How Would An Ideal Semantic Layer Look Like?

How would an ideal semantic layer look like?

Huy Nguyen · April 28, 2023 · Business Intelligence
How to run a Data Clinic (aka Data Office Hours) Business Intelligence

How to run a Data Clinic (aka Data Office Hours)

Data clinic is one of many ways you create value and drive your organization toward better data literacy. Here's how.

Huy Nguyen · October 19, 2022 · Business Intelligence
Data analysts, think about your work from the business stakeholders perspective Business Intelligence

Data analysts, think about your work from the business stakeholders perspective

What actual values do business stakeholders get from data analysts?

Phuc Nguyen · September 22, 2022 · Business Intelligence
The Misleading Data Analyst Job Title (and Career Ladder) Business Intelligence

The Misleading Data Analyst Job Title (and Career Ladder)

Investment analyst is an entry-level investment position. So is data analyst an entry-level data position, too?

Huy Nguyen · July 21, 2022 · Business Intelligence
Business Metrics vs Customer Metrics Business Intelligence

Business Metrics vs Customer Metrics

What happened to us; and the subtle difference between customer-centric metrics vs business-centric metrics.

Huy Nguyen · July 07, 2022 · Business Intelligence
The Silos between Data Analysts and Data Engineers Business Intelligence

The Silos between Data Analysts and Data Engineers

The silos between Data Engineers and Data Analysts.

Huy Nguyen · October 20, 2021 · Business Intelligence
The Silos of Data Organization: Data Analysts vs Business Users Business Intelligence

The Silos of Data Organization: Data Analysts vs Business Users

Why the Data Org doesn't work well with each other, the arc of data adoption and defining data stack as code.

Huy Nguyen · October 13, 2021 · Business Intelligence
The Goldilocks Rule of Getting Data Driven Business Intelligence

The Goldilocks Rule of Getting Data Driven

The goldilocks rule of being data-driven, why Data Teams should run like Product Teams, and what to do if your non-data friends ask you how to get into data.

Huy Nguyen · October 06, 2021 · Business Intelligence
Analytics as Code Business Intelligence

Analytics as Code

A short story about my history with programmatic configuration (or lack thereof) and how it's related to analytics.

Huy Nguyen · September 30, 2021 · Business Intelligence
The Tension Between Ad-Hoc Queries and The Work Business Intelligence

The Tension Between Ad-Hoc Queries and The Work

How do you balance between ad-hoc queries that may change your business and the mundane reality of day-to-day operational analytics?

Huy Nguyen · September 15, 2021 · Business Intelligence
The Activity Schema is Worth a Look Business Intelligence

The Activity Schema is Worth a Look

The first data modeling approach since Kimball worth paying attention to.

Huy Nguyen · September 08, 2021 · Business Intelligence
What is an OLAP Cube? An Exhaustive Explainer Business Intelligence

What is an OLAP Cube? An Exhaustive Explainer

The definitive explainer for OLAP cubes, where we cover every single possible definition for the phrase.

Cedric Chin · September 02, 2021 · Business Intelligence
A 2020 Reader's Guide to The Data Warehouse Toolkit Data Modeling

A 2020 Reader's Guide to The Data Warehouse Toolkit

Ralph Kimball's classic book The Data Warehouse Toolkit introduce the world to the practice of data modeling. Here's how to read it in 2022.

Cedric Chin · August 29, 2021 · Data Modeling
Read Data Research Papers Business Intelligence

Read Data Research Papers

A hack for when you don't understand data jargon.

Cedric Chin · August 26, 2021 · Business Intelligence
Induction, Deduction ... Abduction? Business Intelligence

Induction, Deduction ... Abduction?

An unrigorous form of thinking you might encounter in your work with data.

Huy Nguyen · August 18, 2021 · Business Intelligence
The Six Ways People Deflect Inconvenient Data Business Intelligence

The Six Ways People Deflect Inconvenient Data

We take a look at an exhaustive list of reasons people give when they want to ignore anomalous data.

Cedric Chin · August 12, 2021 · Business Intelligence
Fitting Into Your Company's Learning Cadence Business Intelligence

Fitting Into Your Company's Learning Cadence

How a data person might fit into your company's learning cadence, and what that means for company performance.

Huy Nguyen · August 11, 2021 · Business Intelligence
Self Service Business Intelligence is a Business Outcome Business Intelligence

Self Service Business Intelligence is a Business Outcome

Defining what self service analytics is, by looking at what it isn't.

Huy Nguyen · July 28, 2021 · Business Intelligence
The Intuition Behind The Rule of 40 Business Fundamentals

The Intuition Behind The Rule of 40

The origins and intuition behind a famous SaaS business metric.

Cedric Chin · July 22, 2021 · Business Fundamentals
Actual Self Serve in Business Intelligence Business Intelligence

Actual Self Serve in Business Intelligence

We're back! Also: what does self-service mean, anyway?

Huy Nguyen · July 14, 2021 · Business Intelligence
Obsess Over Controllable Input Metrics Business Intelligence

Obsess Over Controllable Input Metrics

Why Amazon's notion of measuring controllable input metrics is a lot more profound than you might think.

Cedric Chin · March 24, 2021 · Business Intelligence
This is How Amazon Measures Itself Business Intelligence

This is How Amazon Measures Itself

How Amazon uses metrics. A summary of chapter 6 of Working Backwards, the first book to explain how Amazon really works.

Cedric Chin · March 17, 2021 · Business Intelligence
Simple Data People Tricks Business Intelligence

Simple Data People Tricks

Simple data people tricks, a hierarchy of feature stores, and Shreyas Doshi on product metrics.

Huy Nguyen · March 11, 2021 · Business Intelligence
How Amazon Uses Input Metrics Business Intelligence

How Amazon Uses Input Metrics

How Amazon uses input metrics, a data pipeline is a materialized view, and the case against self-service data and analytics.

Huy Nguyen · February 24, 2021 · Business Intelligence
Snowflake and the Data Lakehouse Business Intelligence

Snowflake and the Data Lakehouse

A quick look at what Snowflake's been up to re: the Data Lakehouse, an inside look at Amazon's data-driven decision making, and how Airbnb customized Superset to fit their needs.

Huy Nguyen · February 17, 2021 · Business Intelligence
The Data Lakehouse is a Thing Business Intelligence

The Data Lakehouse is a Thing

The data lakehouse is a thing, Superset is also a thing, and how to make dashboards using a product thinking approach.

Huy Nguyen · February 03, 2021 · Business Intelligence
So You Want To Find an Analytics Engineering Job? Business Intelligence

So You Want To Find an Analytics Engineering Job?

Looking for an analytics engineering job in your locale? Read this.

Cedric Chin · January 21, 2021 · Business Intelligence
What We Know and Don't Know About Analytics Engineering Business Intelligence

What We Know and Don't Know About Analytics Engineering

Everything we know and don't yet know about the emerging role of analytics engineering.

Cedric Chin · January 14, 2021 · Business Intelligence
Three Data Industry Questions We're Investigating For The New Year Business Intelligence

Three Data Industry Questions We're Investigating For The New Year

Three changes in the data landscape we're investigating over the next few months.

Cedric Chin · January 07, 2021 · Business Intelligence
Five Things We're Pretty Sure About Business Intelligence

Five Things We're Pretty Sure About

Five quick things we know to be true, written for the end of the year.

Cedric Chin · December 17, 2020 · Business Intelligence
Embrace The Data Schlep First Business Intelligence

Embrace The Data Schlep First

Every cool data project has some schlep up front. Here's why it's a good idea to keep that in mind.

Cedric Chin · December 03, 2020 · Business Intelligence
Applying The Principles of Agile to Data Modeling Data Modeling

Applying The Principles of Agile to Data Modeling

In our third and final part on Agile Data Warehouse, we take a look at the origins of the Agile Manifesto, from which Corr and Stagnitto took inspiration.

Cedric Chin · November 26, 2020 · Data Modeling
A Business Process Worth Measuring Business Intelligence

A Business Process Worth Measuring

The second part of our series on Agile Data Warehouse Design, a 2011 attempt at applying the principles of agile to the practice of data modeling.

Cedric Chin · November 14, 2020 · Business Intelligence
First Impressions from Agile Data Warehouse Design Data Modeling

First Impressions from Agile Data Warehouse Design

Agile Data Warehouse Design is a 2011 attempt at applying the principles of agile to the practice of data modeling. This is the first post in a series on the ideas from the book.

Cedric Chin · October 29, 2020 · Data Modeling
The Evolution of the BI Market Business Intelligence

The Evolution of the BI Market

Instead of an article this week, I thought to share something in a different medium instead.

Huy Nguyen · October 21, 2020 · Business Intelligence
The Four Flavors of Goodhart's Law Business Intelligence

The Four Flavors of Goodhart's Law

Goodhart's law says that 'when a measure becomes a target, it fails to become a good measure. Here are four ways that occurs.

Cedric Chin · October 15, 2020 · Business Intelligence
A Short Story About SQL’s Biggest Rival Business Intelligence

A Short Story About SQL’s Biggest Rival

A short story about SQL's better rival: Michael Stonebraker's storied query language, QUEL.

Cedric Chin · October 07, 2020 · Business Intelligence
Top 5 Data Books To Read in 2020 Business Intelligence

Top 5 Data Books To Read in 2020

Stuck at home during the pandemic? We give you Holistics's top five data books to read in 2020.

Cedric Chin · September 30, 2020 · Business Intelligence
Why is Data Analytics So Far Behind Software Engineering? Business Intelligence

Why is Data Analytics So Far Behind Software Engineering?

Why does data analytics and business intelligence lag behind the best practices and tooling of software? Two anecdotes and a theory.

Cedric Chin · September 24, 2020 · Business Intelligence
Business Intelligence Lessons from Softwar: A Portrait of Larry Ellison And Oracle Business Intelligence

Business Intelligence Lessons from Softwar: A Portrait of Larry Ellison And Oracle

What we can learn from Softwar, a book about Larry Ellison's attempt to take over the enterprise software world.

Cedric Chin · September 10, 2020 · Business Intelligence
Redshift, Snowflake, and the Two Philosophies of Cost Business Intelligence

Redshift, Snowflake, and the Two Philosophies of Cost

What intermix.io's forced acquisition tells us about the two philosophies of cost in data analytics.

Cedric Chin · September 02, 2020 · Business Intelligence
A Dive Into Metadata Hubs Business Intelligence

A Dive Into Metadata Hubs

A look into metadata hubs, which might just be the hottest category of data tools of the past two years.

Cedric Chin · August 27, 2020 · Business Intelligence
Measuring a Company When a Company Is Mature Business Intelligence

Measuring a Company When a Company Is Mature

We take a look at the business fundamentals of the operations stage — the last of three stages in a company's life.

Cedric Chin · August 20, 2020 · Business Intelligence
Understanding the Scale Stage Business Intelligence

Understanding the Scale Stage

The scale stage is the second of three stages in a startup's life. In this post, we discuss what product-market fit means, and then we look at healthy growth (the kind that leads to winning) and unhealthy growth (the kind that leads to company death).

Cedric Chin · August 06, 2020 · Business Intelligence
Measurement Before Product Market Fit Business Intelligence

Measurement Before Product Market Fit

A startup's first job is to create a customer. We take a closer look at how that affects the metrics you measure at the product stage of a startup's lifecycle.

Cedric Chin · July 23, 2020 · Business Intelligence
How Metrics Change When Your Company Grows Business Intelligence

How Metrics Change When Your Company Grows

When your company grows, the metrics that matter changes along with it. Here's a look at the three growth stages of every company, along with the metrics that matter most at each stage.

Cedric Chin · July 16, 2020 · Business Intelligence
The Magic Money Machine Model Business Intelligence

The Magic Money Machine Model

One way to get better at business communication is to learn the fundamentals of business. We explain Return on Invested Capital from first principles, written with the data analyst in mind.

Cedric Chin · July 10, 2020 · Business Intelligence
Clearer Communication: How To Use The Ladder of Inference When Communicating Data To Your Business Users Business Intelligence

Clearer Communication: How To Use The Ladder of Inference When Communicating Data To Your Business Users

If you work in data analytics, communicating complex information is just part of your job. Here's how to use the Ladder of Inference to get better at it.

Cedric Chin · July 02, 2020 · Business Intelligence
Data Quality from First Principles Business Intelligence

Data Quality from First Principles

Why data quality is an ongoing, people, process, and tools problem, and how to think about getting better at it.

Cedric Chin · May 27, 2020 · Business Intelligence
The Data Modeling Layer Business Intelligence

The Data Modeling Layer

While writing The Analytics Setup Guidebook, we realized that the tools we recommend (apart from Holistics!) were really drawn from a small handful of ideas.

Huy Nguyen · April 30, 2020 · Business Intelligence
Slowly Changing Dimensions (SCDs) In The Age of The Cloud Data Warehouse Data Modeling

Slowly Changing Dimensions (SCDs) In The Age of The Cloud Data Warehouse

What a new approach to slowly changing dimensions tell us about the future of dimensional data modeling.

Cedric Chin · April 02, 2020 · Data Modeling
When Doing Digital Transformation, Think Capabilities, Not Maturity Business Intelligence

When Doing Digital Transformation, Think Capabilities, Not Maturity

Why maturity models can be a bad idea, and why using a capability model is a better idea for digital transformation.

Cedric Chin · March 18, 2020 · Business Intelligence
How to Measure Software Development, from ‘Accelerate: The Science of Lean Software and DevOps’ Business Intelligence

How to Measure Software Development, from ‘Accelerate: The Science of Lean Software and DevOps’

Tracking the performance of your software development team is really, really difficult. The 2018 book Accelerate: The Science of Lean Software and DevOps gives us a fantastic way to measure just that. Here's how.

Cedric Chin · March 12, 2020 · Business Intelligence
Why Measuring Cash Flow is More Important Than Measuring Profitability Business Intelligence

Why Measuring Cash Flow is More Important Than Measuring Profitability

Why your CEO is so obsessed with cash flow metrics, and what you can do to help as an analytics person in your company.

Cedric Chin · March 05, 2020 · Business Intelligence
The Two Philosophies of Cost in Data Analytics Business Intelligence

The Two Philosophies of Cost in Data Analytics

There appears to be two philosophies today when it comes to managing costs in a modern data stack. We explore what they are.

Cedric Chin · February 21, 2020 · Business Intelligence
Developing an Intuitive Understanding of the SaaS Quick Ratio Business Intelligence

Developing an Intuitive Understanding of the SaaS Quick Ratio

An explanation of the SaaS Quick Ratio that focuses on the intuition behind the metric. Written with the data analyst in mind.

Cedric Chin · February 13, 2020 · Business Intelligence
OLAP != OLAP Cube Business Intelligence

OLAP != OLAP Cube

There's a tendency for people to conflate OLAP with OLAP cube. We take a quick look at how this happens, why it shouldn't, and why it matters if you're a data practitioner.

Cedric Chin · February 06, 2020 · Business Intelligence
The Rise and Fall of the OLAP Cube Business Intelligence

The Rise and Fall of the OLAP Cube

A definitive history of the rise of the OLAP cube, how it's affected our industry, and what comes after.

Cedric Chin · January 30, 2020 · Business Intelligence
The Dark Side of Digital Transformation Business Intelligence

The Dark Side of Digital Transformation

This week's post comes from Holistics team member Yahya Apristianto, who wrote it after attending a talk on digital transformation by a CEO in his home base of Indonesia.

Huy Nguyen · January 22, 2020 · Business Intelligence
How We Combine Data Sources at Holistics Business Intelligence

How We Combine Data Sources at Holistics

Good data teams combine data from different sources in order to do their jobs well. Here's what we've learnt while putting this into practice at Holistics.

Ha Pham · January 03, 2020 · Business Intelligence
Judge Your Company: Using The Three Levels of Data Analysis For Data Career Decision-Making Business Intelligence

Judge Your Company: Using The Three Levels of Data Analysis For Data Career Decision-Making

Data team careers are different from equivalent careers in software engineering, product management, or UI design. Here's how to evaluate prospective employers as part of your data career.

Cedric Chin · December 22, 2019 · Business Intelligence
Why Google Analytics sucks and what you can do about it Business Intelligence

Why Google Analytics sucks and what you can do about it

Google Analytics is an incredible tool to have in your toolbox. But it only offers aggregated data, which limits your ability to track visitor behavior. In this post, we discuss a simple, affordable alternative to GA that we've implemented at Holistics.

Ha Pham · December 17, 2019 · Business Intelligence
How to Use a Spreadsheet as Your Team's Data Dictionary Business Intelligence

How to Use a Spreadsheet as Your Team's Data Dictionary

A data dictionary is a document that assists you in navigating your team's mountain of data.

Huy Nguyen · December 11, 2019 · Business Intelligence
The rise of SQL-based data modeling and DataOps Business Intelligence

The rise of SQL-based data modeling and DataOps

The resurgence of SQL-based data modeling is a something we should all be interested in. Here's why it's important.

Thanh Dinh · November 15, 2019 · Business Intelligence
Hire Your Data Analysts First Business Intelligence

Hire Your Data Analysts First

In the past, setting up an analytics department meant hiring data engineers first. But in a cloud-first world, you can and should hire data analysts first. Here's why.

Cedric Chin · November 06, 2019 · Business Intelligence
When Should You Get a Data Warehouse? Business Intelligence

When Should You Get a Data Warehouse?

Occasionally, we get asked “when should we consider getting a data warehouse?”. The answer is a lot simpler than you think!

Cedric Chin · August 15, 2019 · Business Intelligence
When Measuring Performance, Find Lines in the Sand Business Intelligence

When Measuring Performance, Find Lines in the Sand

One of the most useful ideas from the 2013 book Lean Analytics is the notion of 'lines in the sand' — concrete values that tell you how well you're doing on a metric that matters.

Cedric Chin · July 27, 2019 · Business Intelligence
Beware What You Measure: The Principle of Pairing Indicators Business Intelligence

Beware What You Measure: The Principle of Pairing Indicators

When you're implementing company-wide analytics, it's easy to fall into the trap of measuring only one metric. Don't. The principle of pairing indicators is why.

Cedric Chin · May 29, 2019 · Business Intelligence