The 6 Dimensions of Data Quality - Completness
Missing data can look perfectly normal. How completeness failures distort analysis and the decisions that follow.
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Missing data can look perfectly normal. How completeness failures distort analysis and the decisions that follow.
Read the essayMost analyst practice trains execution on clean toy problems instead of judgment under ambiguity.
Read the essayLLMs made polished take-homes and portfolios easier to fake, which breaks many old hiring signals.
Read the essayMany analyst hiring processes still reward presentation polish and credential proxies over analytical judgment.
Read the essayGood analysis often starts by clarifying the question and the business context before touching the dataset.
Read the essayThe resume is a noisy proxy for competence, and teams confuse that proxy with evidence of actual analytical ability.
Read the essayMy wife always makes fun of me for mispronouncing words. Sometimes it’s an English word with the stress in the wrong place, sometimes it’s a Hebrew word where I arbitrarily decide where the wandering segol should go. I claim it’s part of…
Read the essayA process can be tightly defined and still be strategically wrong, especially when teams confuse structure with usefulness.
Read the essayAt this time, I’m thinking about breaking away from my usual customs, from my profession, or even from my generic pretense. I would like to speak about what is happening as if I were Nostradamus and let’s start from the end, or from the…
Read the essayI would like to start by saying that sometimes, there is no choice, and that is a very significant foreword.
Read the essayStatistics matters for analysts, but mostly as a way to reason better rather than as a badge of mathematical purity.
Read the essayDashboards often manufacture the feeling of clarity before a team has done the harder work of defining what matters.
Read the essaySo look, this post is going to be a bit of a downer, but I hope we can end it on a somewhat optimistic note.
Read the essayI sometimes have the good fortune of receiving messages with more specific questions from people I don’t know.
Read the essayWinning comparisons in a sequence of A/B tests do not guarantee a clean global ranking of variants.
Read the essayA/B testing can optimize for local wins while quietly pushing teams away from broader learning.
Read the essayA/B test results are bounded by time, context, and population, even when the output looks statistically neat.
Read the essayGood business analysis is repeatable, grounded in business rationale, and explicit about what action it makes possible.
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