Data Science Vignettes

Bovey Management uses various data analytic tools to provide clients with evidence-based solutions and actionable insights. Services with some form of data analysis include organisation/operation reviews, staff surveys, market research, and internal and external research for strategic planning, problem-solving, and decision-making.

At times, executives require advanced and customised analysis of operational data produced within their organisation. This analysis provides executives with valuable and practical insights for data-informed decision-making.

Explore the world of contemporary data science techniques with these engaging vignettes. For the best experience, view them in full screen on a laptop or monitor.

Web Scraping

Web Scraping Numerical Data
Champion Tennis Players Web Scraping Text Data
Political Leaders Campaign Launch 2022

Exploratory Data Analysis

Exploring Categorical Variables Exploring Categorical and Numerical Variables Exploring Numerical Variables

Dimensionality Reduction

Exploratory Factor Analysis (EFA)
Behavioural Intentions Confirmatory Factor Analysis (CFA)
Service Quality Confirmatory Factor Analysis (CFA)
Irrational Ideas Confirmatory Factor Analysis (CFA)
Defence Mechanisms Principal Component Analysis (PCA)
Behavioural Intentions

Hypothesis Testing

Categorical Variable Hypothesis Testing Categorical and Numerical Variable Hypothesis Testing Numerical Variable Hypothesis Testing

Cluster Analysis

Supervised Cluster Analysis Unsupervised Cluster Analysis

Correlation and Multiple Regression

Correlation
Analysis of the Voice referendum 2023 Stepwise Multiple Regression Structural Equation Modelling Machine Learning Multivariate Regression

Logistic Regression

Stepwise Binomial Logistic Regression Multivariate Binomial Logistic Regression Machine Learning Multivariate Binomial Logistic Regression

Decision Trees

Simple Classification and Regression Decision Tree Machine Learning Classification Decision Tree Machine Learning Regression Decision Tree Random Forest Classification Random Forest Regression Extreme Gradient Boosting Classification Extreme Gradient Boosting Regression

Text Analysis

Word Frequency N-grams, Word Pairs and Correlation Sentiment Analysis Sentiment Analysis
United States presidential debate 2024 Topic Modelling

Shiny App and Dashboard

Shiny App
Adult Body Mass Index (BMI) Shiny Dashboard
South East Queensland Rainfall 2022

Depending on the objectives of an assignment, data science methods may be incorporated into management consulting services, providing clients with scientific, data-driven recommendations to improve organisational performance.