Safrin Firthouse S
@safrinfirthouses
Aspiring data analyst with expertise in statistics and machine learning.
IndiaWhat I'm looking for
I am a dedicated and aspiring data analyst currently pursuing my M.Sc in Statistics at Bharath Institute of Higher Education and Research. My academic journey has equipped me with a solid foundation in statistical analysis and data-driven decision-making. I have a keen interest in utilizing my skills to derive actionable insights from complex datasets.
Throughout my education, I have engaged in several impactful projects, including a data-driven study on employee depression, where I developed a machine learning model that achieved 94.4% accuracy in classifying depression among employees. Additionally, I led a team in applying the Apriori algorithm for Market Basket Analysis, enhancing retail efficiency through data insights. My experiences have honed my technical skills in Python and various data analysis frameworks, while also fostering my leadership and teamwork abilities.
Experience
Work history, roles, and key accomplishments
Depression Among Employees
Bharath Institute of Higher Education And Research
Jan 2025 - Present (8 months)
Worked on a data-driven project to identify signs of depression among employees using real-world survey data; used Python and machine learning techniques like SMOTE and SVM to improve detection accuracy, helping suggest better workplace mental health strategies. Built a machine learning model using Python and SMOTE to classify employee depression with 94.4% accuracy, providing actionable insights
Enhancing Retail Efficiency Through MBA
Bharath Institute of Higher Education And Research
Jul 2024 - Present (1 year 2 months)
Applied Apriori algorithm in Python to perform Market Basket Analysis, identifying frequent itemsets and associations to improve retail decision-making. Utilized Python (pandas, mlxtend) to implement Apriori-based Market Basket Analysis; transformed transactions into binary matrix format and extracted rules with "0.4 confidence to support inventory and marketing strategies.
Enhancing Retail Efficiency Through MBA
Bharath Institute of Higher Education And Research
Jul 2024 - Present (1 year 2 months)
Spearheaded a team of three to execute a Market Basket Analysis using Python and the Apriori algorithm; delegated tasks, ensured smooth coordination, and led end-to-end model implementation to extract product association rules and support strategic retail insights.
Teacher
C.P. Vidhya Mandir Matric. Hr. Sec School.
Jun 2022 - Present (3 years 3 months)
Guided students to identify and correct their recurring subject mistakes, encouraging independent problem-solving—a mindset valuable in analytical thinking. Collaborated with fellow teachers to enhance overall academic performance, demonstration teamwork, communication, and leadership to drive results. Balanced dual subject responsibilities, proving strong time management and multitasking capabili
Education
Degrees, certifications, and relevant coursework
Bharath Institute of Higher Education And Research
M.Sc, Statistics
2023 -
Currently pursuing a Master of Science in Statistics. Expected to graduate in May 2025.
St. Xavier College of Education
B.Ed, Education
2019 - 2021
Completed a Bachelor of Education degree in July 2021.
SASTRA Deemed University, SRC
B.Sc, Mathematics & Computer Science
2016 - 2019
Graduated with a Bachelor of Science in Mathematics & Computer Science in May 2019.
Availability
Location
IndiaAuthorized to work in
Job categories
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