Colin A.
Data Analysis & Code. R, Python. PhD & College Research & Writing
Your project booster! I'm a fast working dynamic coder and statistician. For research projects, marketing, data management and coding - I bring 15 years of experience consulting to do FAST, REAL work. My daily work is data analysis, programming and research design in academic and corporate settings. building predictive models, leveraging data insights with machine learning and AI. I also run my OWN PERSONAL RESEARCH server, and have set up plenty of Qualtrics, RedCap and other survey and research systems. Statistics: SPSS, JASP, R, Exploratory analyses, Descriptive Statistics, Regressions, ANOVA, MANOVA, Correlations, t-tests, PCA, Bootstrap, Permutation Tests, Interpreting p-values and effect sizes. Machine Learning, Tidymodels, pytorch, GITHUB, git. R Programming: Data mangement, cleaning, extraction, custom scripting, tidyverse, ggplot2, Visualizations: Scatterplots, Time-series, Dotplots, Boxplots, Heatmaps, Distributions, PCA Technologies: AI, github, copilot, gemini, LLMs, prompts, Excel Research Writing: Interpreting results, validating conclusions, writing results in APA style, high quality scientific writing. More about me: I've worked in multiple scientific areas of research, have published articles and reviews, and have worked as a statistics instructor for university classes as well as a graduate mentor, making me an ideal candidate to help you build your own understanding of data analytics. My academic background in Cognitive Science focused on decision making, artificial intelligence, language and performance prompted by theoretical concepts from complex systems and neural networks. I utilize methods of distribution modeling, fractal analysis, timeseries analysis, complex regression, algorithmic model selection and general statistics to analyze data. I have proficiency in MatLAB, SPSS and R.