📊 Data Analysis

Why Bayesian Statistics Answers the Questions Analysts Actually Want to Ask

Why Bayesian statistics answers the questions analysts actually ask: how p-values mislead, how priors work, the HIV test example, and PyMC for marketing data.

Marketing Mix Modeling, explained with cannons on a beach

Marketing Mix Modeling explained with a cannons-on-a-beach analogy. Learn how MMM estimates channel contribution, uncertainty, carry-over (adstock) and saturation without user-level tracking.

Why Data Analysts Are More Valuable Than Ever in the Age of AI

Discover why data analysts remain essential despite AI and modern dashboards. Learn how statistical knowledge, Marketing Mix Modeling (MMM), machine learning, and multidimensional analysis help businesses make better marketing decisions and uncover insigh

Stop Digging Through Pivot Tables — Automated Performance Drop Detector for PPC Analysts

An open-source Python notebook that automatically scans hundreds of countries, accounts, and channels to find the root cause of a performance drop — no data science background required.

🎯 PPC Advertising

Creative Analytics in Google Ads Is Much Harder Than It Looks

Creative analytics in Google Ads is more complex than most teams realize. Discover 4 structural problems — from black box delivery to attribution gaps — that make creative performance data misleading in PMax and App campaigns.

Microsoft Ads Script to Upload Data About Your Campaigns to Google Sheets

Learn how to connect Microsoft Ads with Google Sheets using a custom script. Step-by-step guide and ready-to-use code to export campaign data, impressions, clicks, conversions, and cost metrics automatically.

Crafting Google Ads That Actually Convert

Discover why overlooking ad copy is one of the biggest mistakes in Google Ads. Learn how to craft clear, specific, and engaging messages that stand out, drive clicks, and increase conversions.

Why PPC Specialists and Account Managers Should Stay Separate

Why PPC Specialists and Account Managers should remain separate roles: specialization, better client relations, operational efficiency, and balanced workloads for stronger digital advertising outcomes.

💡 Other

Communicating with Stakeholders: Why SCARF, RACI, and DISC Should Be in Your Toolkit

Master stakeholder management with three proven frameworks: SCARF for understanding motivations, RACI for role clarity, and DISC for communication styles. Complete guide with practical examples and implementation strategies.

Don’t use "Easy Apply" on LinkedIn - try to speak directly to HR.

I'm actively applying for jobs from Armenia, yet many applications remain unopened. In the AI era, real networking matters more than Easy Apply.

The Mistakes I Made on LinkedIn Two Years Ago

After 3 years on LinkedIn, I look back at the mistakes I made during my first year—overusing hashtags, posting external links, tagging the wrong people, and more. Learn what to avoid and how to grow effectively on LinkedIn.

My favorite exercise for SMM Project - 'Member' Section

Black and Cat Café – a cozy place with delicious coffee, jazz evenings, and a friendly team. Meet our barista Sam Bridges, who builds bridges between people with every cup of coffee.

📌 Latest Updating Articles

These articles are regularly updated to provide fresh insights on data analysis, AI, and career opportunities. Check back often for the latest information!

🌟 Refreshing Data Roles Abroad

Discover open and archived Data Analyst, Data Scientist, and Data Engineer positions worldwide. Includes remote, hybrid, and on-site roles. This list is continuously updated to reflect the latest opportunities.

🛠 Essential Tools for Data Analysis, AI, and BI

Explore a curated list of platforms, libraries, and services for data analysis, AI, and business intelligence. This article is regularly refreshed to include the newest tools and updates.