Analyzing Bias in Instagram & Twitter Algorithms with Python

Analyzing Bias in Instagram & Twitter Algorithms with PythonAnalyzing Bias in Instagram & Twitter Algorithms with Python

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Aafiya pasha

• Mar 22

Algorithm Bias Analysis — Instagram & Twitter Analyzed engagement and reach patterns across Instagram and Twitter datasets using Python and Pandas. Explored how algorithmic differences between platforms affect content visibility, using statistical distributions and mean vs median comparisons to surface bias in reach metrics.

Data Visualization Data Analysis Marketing Analytics pandas Python seaborn

Abhishek Verma

• Mar 30

Architected the technical platform for an AI-driven EdTech startup specializing in masterclass delivery named 'Unique Mantra GenZ Academy'

Directed the end-to-end development of the organization's digital presence, managing both front-end implementation and overall content strategy.

Built and integrated a custom AI model (‘MantraAI’), deploying a free-access chat interface for users.

AI Development React Native Development Web Development Google Gemini Python Visual Studio Code

Alec Minimalec

pro

• Mar 30

“I gained only 2,000 followers.”

Funny how the internet makes that sound small.

So I tried to visualize it.

2,000 people. Not numbers. Not metrics. Actual people.

That’s a crowd you’d feel.

We’re not lacking growth. We’re just disconnected from scale.

Cansaas Agency

pro

• Mar 30

In this design, we simplified how users track link performance by combining traffic insights, click behavior, and audience data into a single, intuitive dashboard. With clean data visualization, structured layouts, and an integrated AI assistant, users can quickly understand performance, identify opportunities, and optimize their strategy without friction.

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