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Data Stack - The Roundup #1
5 projects from 5 builders working across data, ML, and AI. Real work, straight from the source.
Jun 7
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Nazan | NextInData
9
2
9
May 2026
How I Built a Personal Weekly Digest Tool for Newsletter Readers
A walkthrough of the full pipeline: RSS feeds, Python, a simple feeds file, and one interesting failure along the way.
May 23
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Nazan | NextInData
10
7
6 Months on Substack: What I Built, Learned, and What Comes Next
A Honest Reflection on Writing, Building, and Finding Your Voice in a Crowded Space
May 17
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Nazan | NextInData
13
18
5
The AI "Context Layer": High-Level Hype vs. The Reality of Data Debt
Bridging the Gap Between "Context Infrastructure" and the Reality of Organizational Debt
May 5
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Nazan | NextInData
13
2
8
April 2026
The Story Behind KI-Tax: A Free Canadian🇨🇦 Tax Estimator for Self-Employed People
How I Built KI-Tax: A Free Canadian Tax Estimator for Self-Employed People
Apr 17
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Nazan | NextInData
17
2
15
AI Didn't Teach Me to Code But It Changed How I Build
A data scientist's honest take on what AI actually changes about the work, and what it doesn't.
Apr 12
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Nazan | NextInData
20
4
13
I built a free Canadian🇨🇦 tax estimator for self-employed people
I built a free Canadian tax estimator for self-employed people and I'd love your feedback.
Apr 5
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Nazan | NextInData
13
5
March 2026
Is Your AI Habit Giving You “Brain Fry”?
Insights from a new HBR study on the cognitive costs of the AI-driven workplace.
Mar 10
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Nazan | NextInData
16
8
8
February 2026
Why Calculating AI ROI Is Harder Than It Looks
Everyone's investing in AI and almost nobody can agree on what they're actually getting back.
Feb 25
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Nazan | NextInData
15
11
10-Minute Data Strategy Audit: Part 4 - Knowledge Debt
Part 4 - Knowledge Debt (The “Bus Factor” Lens)
Feb 17
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Nazan | NextInData
8
4
5
10-Minute Data Strategy Audit: Part 3 - Model Debt
Part 3 - Model Debt (The ML Lifecycle Lens)
Feb 15
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Nazan | NextInData
12
4
10-Minute Data Strategy Audit: Part 2 - Data Debt
Data Debt (The Governance Lens) for Data Strategy Audit
Feb 13
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Nazan | NextInData
8
6
8
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