AMIR MOSTOFI
Business Analytics | Data Science | Data Analytics
Turning data into better decisions.
I combine business understanding, analytics and machine learning to make complex problems clearer—and decisions more confident.
ANALYTICS / 01LIVE SYSTEM
MODEL / 0.958 AUC
SIGNAL DETECTED DATA SIGNAL
FEATURE SPACE01 — 04
01 / THE THINKING
Built to see the whole picture.
I turn business questions into clear analytical approaches and evidence-led decisions.
I bring together business understanding, data analytics and machine learning to solve practical problems. My work spans exploratory analysis, predictive modelling, data storytelling and business intelligence.
More about my experience ↗A DATA-LED PATH
01Business Questions
02Data Analytics
03Business Analytics
04Data Science & ML
02 / SELECTED SIGNALS
Analytics at a glance
03 / TOOLKIT
Skills & expertise
01 / ANALYTICS
Data & Analytics
From raw datasets to useful, decision-ready insight.
PythonSQLRPower BITableauExcelGoogle Analytics / GA4
02 / MODELLING
Machine Learning
Practical modelling with clear evaluation.
XGBoostRandom ForestLogistic RegressionDecision TreesSHAPModel EvaluationFeature Engineering
03 / CONTEXT
Business & Digital
Connecting analysis to commercial context.
Business AnalyticsData StorytellingDigital TransformationBusiness Intelligence
04 / ENVIRONMENT
Tools
Environments for exploration, collaboration and analysis.
JupyterVisual StudioGitHubOrange Data Mining
04 / SELECTED WORK
Featured Projects.
Selected work across analytics, machine learning and business problem-solving.
Data AnalyticsGitHub repository
U Food Marketing Analysis
U Food marketing analysis notebook with its accompanying CSV dataset.
Machine LearningGitHub repository
Telecom Churn Prediction
Classification project exploring telecom customer churn with logistic regression, KNN, random forest, SGB and SVM models.
Business AnalyticsGitHub repository
E-commerce Customer Clustering
Uses RFM analysis to group customers of an e-commerce business into clusters.
Machine LearningGitHub repository
Tree-based Models
Decision tree, random forest and SGB regressor experiments.
Data AnalyticsGitHub repository
Sales Time-series Forecasting
Time-series analysis of sales data using fixed and expanding windows for forecasting.
Business AnalyticsGitHub repository
Airbnb Tableau Dashboard
A Tableau dashboard and story exploring Airbnb property choice in Western Australia across price, location, reviews, room type and host experience.
Data AnalyticsGitHub repository
Python Practices & Projects
Python fundamentals covering conditionals, loops and functions, with a random password generator project.
Machine LearningGitHub repository
Baseball Player Transfer Market
Predicts baseball player salaries from player capabilities using tree-based models and linear regression.
Machine LearningGitHub repository
Used Car Price Prediction
Linear regression model predicting used car prices from vehicle characteristics such as model, production year and color.
MODEL PERFORMANCE01 / 03
XGBoostBaseline
XGBOOST AUC0.958
↗Machine Learning
Loan Default Prediction
Predicting loan default risk with classification models, comparing performance and surfacing the signals behind credit risk.
Key featuresRisk classificationModel comparison
TRANSACTION GRAPH02 / 03
HIGH-RISK CLUSTER
Machine Learning
AML Detection
Investigating suspicious financial transactions through predictive features, model evaluation and network structure.
Key featuresAnomaly investigationNetwork analysis
AUCKLAND / RENTAL ECONOMICS03 / 03
BTR INVESTMENTRENTAL AFFORDABILITY
ECONOMIC INDICATORSINCOME / AFFORDABILITY
Business Analytics
BTR & Rental Affordability in Auckland
Quantitative research exploring institutional Build-to-Rent investment and rental affordability in Auckland.
Key featuresRental affordabilityEconomic indicators
05 / EXPERIENCE
Experience & practice
6+ YEARS
SHIPPING INDUSTRY
Sales Analytics
Sales and business analysis supporting data-informed decisions in a complex, fast-moving industry.
PRACTICAL WORK
PROJECT PRACTICE
Data Science & Machine Learning
Applied project work across analytics, machine learning and business questions using Python, R, SQL and Power BI.
06 / FOUNDATIONS
Education
M.POSTGRADUATE
Master of Business Analytics
UNITEC
Auckland, New ZealandANALYTICS / BUSINESS01
NEXT CONVERSATION
Let's connect.
Interested in data, analytics, business intelligence or machine learning? I'd be happy to connect.
AM
AVAILABLE FOR
NEW CHALLENGES
AVAILABLE FOR
NEW CHALLENGES