Business Analytics • Machine Learning • Data Storytelling

Tajiri Hatibu Bwika

Data Analyst & Machine Learning Engineer

I shape raw data into stories people can trust: dashboards with clarity, predictive models with purpose, and analytical systems built for real decisions.

8 featured projects
150+ campaign assets shipped
2026 computer science graduation

Thoughtful analytics, built with discipline and a little bit of visual grace.

Profile

Analytical work with a human pulse.

I am a Computer Science student specializing in Business Analytics, focused on turning complex datasets into practical decision systems for strategy, operations, and growth.

My work spans fraud detection models, sales forecasting, customer segmentation, recommendation systems, ETL pipelines, and dashboards that make data easier to act on.

I work with Python, R, SQL, Apache Spark, Tableau, Power BI, and Streamlit to build analytics products from raw data through final insight delivery.

01 Model business behavior

Forecast demand, detect fraud, segment customers, and expose operational patterns.

02 Build usable analytics

Design dashboards and reports that help teams scan, compare, and decide quickly.

03 Ship practical systems

Create pipelines, data marts, and interfaces that connect analysis to real workflows.

Capabilities

Technical stack

Analysis

Python SQL R Pandas NumPy

Machine Learning

Classification Forecasting Clustering Recommendation Systems

Data Engineering

Apache Spark PySpark ETL MySQL Pentaho

Business Intelligence

Tableau Power BI Streamlit Data Visualization Git & GitHub
Portfolio

Selected work

Live Public dashboard

Crime Against Women Analytics

Interactive Streamlit dashboard for exploring crime trends against women with dynamic filters, visual storytelling, and insight-oriented analysis.

Python • Streamlit • Pandas • Data Visualization

Open live demo
ML Risk modeling

Fraud Detection System

Machine learning pipeline for detecting fraudulent financial transactions using Apache Spark, PySpark, and model evaluation workflows.

Apache Spark • PySpark • MLlib

View code
Analytics Customer intelligence

E-Commerce Customer Intelligence

Customer segmentation and purchasing behavior analysis using RFM modeling, clustering, and market-basket analytics.

R • SQL • Data Mining

View code
ETL Warehouse design

Data Warehouse ETL Pipeline

Star schema data warehouse and automated ETL workflows for scalable e-commerce reporting, transformation, and analysis.

Pentaho • MySQL • ETL

View code
RecSys Personalization

Movie Recommendation System

Collaborative filtering recommendation engine generating personalized movie suggestions from historical user behavior.

Python • Machine Learning • Recommendation Systems

View code
AI Knowledge retrieval

RAG AI Chatbot

AI knowledge retrieval chatbot combining vector search pipelines with large language model responses for contextual answers.

Python • NLP • LLM • RAG

View code
BI Comparative reporting

Global Health Analytics Dashboard

Large-scale global health analysis with dashboards focused on comparative country performance and public health indicators.

Python • Tableau • EDA

View code
Forecasting Planning model

Sales Forecasting Model

Time series forecasting using ARIMA and SARIMA to predict sales demand and support business planning decisions.

Python • ARIMA • SARIMA • Time Series

View code
Background

Experience

Christon Institutions

Jan 2025 - Present

Email Infrastructure & Website Development

  • Designed and launched a custom institution email platform for stronger tracking and follow-up.
  • Developed and deployed the official school website to improve digital visibility and stakeholder access.
  • Configured domain routing, redirects, Google Search Console, and search optimization workflows.

Freelance

2025 - Present

Graphic Design & Social Media Marketing

  • Designed more than 150 marketing banners for restaurant brands in Tanzania.
  • Improved brand presentation and campaign performance through structured digital design work.
  • Supported content marketing initiatives with stronger audience reach and engagement.
Connect

Let us make the numbers speak beautifully.

Open to analytics, dashboarding, machine learning, and data storytelling opportunities.