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When “Unfair” Isn’t Unfair: And When It Actually Is
Start at 2:29 Every few months, a familiar pattern plays out. A new policy is introduced—more parental leave, rebates for HDB households, targeted subsidies—and almost immediately, someone steps forward to say: “What about me?” Sometimes, that reaction reflects a misunderstanding. But occasionally—though far less often—it points to a real issue. The challenge is knowing the difference. The Trap of Viewing Policies in Isolation It’s easy to zoom in on a single benefit and feel
4 min read


From D&I metrics to decision integrity: let evidence quality govern whose “diversity” matters
This post responds to a segment from a Yah Lah But podcast featuring Crystal Lim-Lange (with a shorter clip circulating on Facebook). In the segment I watched, the hosts start with a common assumption: Singapore’s system should be able to select the smartest person to lead. Crystal’s response (as I understood it) is that for a system to consistently surface strong leaders, it needs both : Diversity (so a wider range of talent and perspectives exists), and Inclusion / psych
4 min read


When the “$40M Computer” Says It’s Magma — and Your Best Analyst Disagrees
In an old scene from The Hunt for Red October , a sonar operator (“Jonesy”) brings his captain something awkward: the ship’s expensive classification software has labelled an acoustic trace as “magma displacement” — essentially, a seismic event. Jonesy doesn’t dismiss the software. He explains why it might be doing what it was built to do (it was written for seismic detection), and why that same strength becomes a weakness when it meets a novel signal. Then he does something
4 min read


When the Threats at Work Become Data
Turning uncomfortable moments into signals — and signals into better decisions Over the course of my career, I’ve worn many hats. My first was a safety hat, as a civil engineer. It was dirty work and the hours were brutal — 14-hour days, seven days a week. But construction sites have a way of teaching you things that classrooms and corporate training don’t: risk isn’t theoretical, small issues become big issues, and the real system is the people and incentives on the ground.
6 min read


“Money Not Enough” in Singapore: Are We Comparing Fairly?
If you spend any time in Singapore conversations (or comment sections), you’ll hear a familiar line: “Money is not enough.” Sometimes that’s about genuine pressure — costs, caregiving, uncertainty. But often, the feeling comes from something more subtle: a biased, cherry-picked comparison . Not “How am I doing, objectively? "More like “Why am I not doing as well as that person?” And “that person” is rarely a random Singaporean. It’s usually: the colleague who moved into a co
6 min read


The Employment Market Is Tightening — And It’s Reshaping Careers at Every Stage
There is growing anxiety in Singapore—and across many developed economies—about employment prospects. While public attention often focuses on fresh graduates, the pressure is being felt more broadly. Two groups, in particular, are navigating a tougher market: New and recent graduates (0–3 years of experience) who have not had enough time to build meaningful work experience or a track record Mid-career professionals who once had stable roles, but are now displaced—sometimes di
5 min read


The Most Important Letter in Analytics is "Y"
When people think about analytics, they often imagine complex equations, sophisticated algorithms, or programming languages. But...
2 min read


Why Your $2,000 Golf Club Isn’t Fixing Your Swing—And What That Has to Do with Data Analytics
After a decade-long break, I recently reignited my passion for golf. Like many returning players, I had a rusty swing and a golf set that...
3 min read


🧸 The Toy Company That Outsmarted the Giants — With Data and a Little Mystery
How Pop Mart quietly became a global phenomenon by turning surprise into strategy 🎁 “Wait... Adults are Buying What?” Step into a Pop...
4 min read


The Data Trap You Didn’t See Coming: Sampling Mistakes That Cost You
Photo by Andy on Unsplash 🧠 Part 1 of a 3-Part Learning Series for the Data-Curious Whether you’re building dashboards, doing user...
5 min read
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