Data Science with 1+ years in Machine Learning & Predictive Analytics
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Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
Data Analyst and licensed Dentist with training in machine learning, predictive analytics, and healthcare data analysis. Skilled in Python, SQL, statistical modeling, and data visualization, with hands-on experience building forecasting and classification models. Strong attention to detail, problem-solving, teamwork, communication, and time management skills developed through healthcare and analytics experience.
Axsos Academy
Data Science and Machine Learning Bootcamp · Data Science and Machine Learning
August 1, 2025 – Present
AAUA
Bachelor Degree in Dental Surgery · Dental Surgery
August 1, 2008 – June 30, 2008
Private Clinic
Dentist
January 1, 2023 – Present
Palestine
Multiple Healthcare Centers
Dentist
January 1, 2014 – December 31, 2022
KSA
Metabolic Syndrome Prediction
January 1, 2025 – June 1, 2026
Built machine learning and deep learning models to identify individuals at risk for metabolic syndrome using clinical and demographic data. Performed data cleaning, feature engineering, and exploratory analysis to improve model performance and prediction accuracy. Evaluated classification models using performance metrics to support early health risk detection and clinical decision-making.
Chicago Crime Prediction
January 1, 2025 – June 1, 2026
Developed ARIMA and SARIMA forecasting models to analyze historical crime trends and predict future crime rates. Performed stationarity testing, time-series preprocessing, and trend analysis using Python and Statsmodels. Evaluated forecasting accuracy using MAE, RMSE, and MAPE metrics to improve model reliability.
Cultural Fit Analysis
The candidate's transition from dentistry to data science, evidenced by the bootcamp enrollment and relevant projects, demonstrates a strong drive for career change and continuous learning. The academic projects, particularly 'Metabolic Syndrome Prediction', show an interest in applying data science to healthcare, which could be a strong cultural fit for organizations in that domain. The breadth of skills listed (Python, SQL, various ML frameworks) and the diversity of project types (classification, forecasting) indicate adaptability and a willingness to tackle different challenges. However, the lack of professional data science experience means cultural fit in a corporate data science team setting is yet to be fully proven.
Soft Skills & Operational Fit
The candidate's background as a dentist highlights strong soft skills such as attention to detail, communication, patience, and problem-solving, which are highly transferable to a data science role. Experience in fast-paced clinical environments suggests good stress handling and time management. Collaboration with multidisciplinary teams indicates a capacity for teamwork. These attributes suggest a good operational fit for roles requiring meticulous data handling, clear communication of findings, and collaborative project execution.