Benedicta Mankata

Benedicta Mankata

$10/hr
Data analyst and Machine learning
Reply rate:
-
Availability:
Hourly ($/hour)
Location:
Accra, Ghana, Ghana
Experience:
2 years
BENEDICTA DANKWA MANKATA Koforidua, Ghana | -/-|-http://www.linkedin.com/in/benedictamankata| https://github.com/mancatha PROFILE SUMMARY Motivated (Junior) Data Analyst with a strong data science and analytics foundation, seeking to leverage proven data modelling, statistical analysis, and machine learning skills to drive business insights and strategic decisionmaking. Passionate about transforming complex data into actionable insights and developing user-friendly, interactive data visualizations. With a track record of leading projects that enhance predictive accuracy processes by 40%, I am committed to continuous learning and maintaining high-quality analytical standards. WORK EXPERIENCE Koforidua Technical University Koforidua Data Analyst and Teaching Assistant Oct 2022 – Date Administrative Responsibilities: • Orchestrated weekly student meetings with precision, enhancing communication efficiency by 25% and ensuring 90% of sessions started on time through meticulous scheduling and follow-up reminders. Assessed and reviewed students' work, providing constructive feedback and support. • Created the Koforidua Business Incubator, fostering innovation and entrepreneurship within the university. Successfully supported over 9 startups, and secured 200,000 in funding for the project. • Entered and managed student results data, ensuring accuracy and completeness, which improved data processing efficiency by 40%. Research and Project Responsibilities: • Conducted on-need assessments and market research on Micro, Small, and Medium Enterprises (MSMEs), analysing data from over 100 MSMEs, which provided actionable insights that influenced policy recommendations and strategic initiatives. • Executed digital technology adoption studies in the Eastern Region, identifying trends and opportunities for tech integration, which led to a 20% increase in technology adoption among local businesses. • Manage data analysis on the impact of Green Supply Chain Management (GSCM) on organizational performance in Ghana, leveraging insights from over 100 respondents to shape policy recommendations and drive strategic sustainability initiatives. Rx Health System Data Analyst Intern Accra May 2024 – August 2024 • Developed and maintained Power BI dashboards to visualize core insurance metrics, including Monthly Recurring Revenue, claim details, and types of insurance. This initiative saved 10 hours of manual reporting work per week and enhanced decision-making processes. • Wrote and optimized SQL queries to retrieve and analyze data from over 1 million records, reducing query run times by 30% and increasing the accuracy of data extraction for reporting and analysis purposes, which improved reporting efficiency by 25%. Professional Development Projects, Azubi Africa Professional Course Accra Data Analyst Projects Feb 2023-Feb 2024 Classification Project: Customer Churn Prediction • Led a project with a term of 3 to predict customer churn, analysing key indicators using classification algorithms such as Random Forest, Decision Tree, AdaBoost, and Gradient Boosting. • Developed predictive models with Python, utilizing libraries like Scikit-learn and Pandas. Achieved an accuracy rate of 85% in predicting churn. • Implemented an interactive dashboard using Power BI, enabling stakeholders to gain insights and make informed decisions on customer retention strategies, which upgraded retention rates by 15%. • Regression Project: Sales Forecasting Undertook comprehensive regression analysis to predict store sales, examining the impact of economic indicators, seasonal trends, marketing efforts, and competitive influences. • Utilized time series forecasting techniques to predict unit sales accurately across various stores, achieving a prediction accuracy of 90%. • Employed statistical modelling and machine learning algorithms such as Random Forest Regressor, Decision Tree Regressor, AR Model, SARIMA, and ARIMA to optimize sales forecasting accuracy. • Collaborated with team members to interpret data results and provide actionable insights for strategic decision making, resulting in a 10% increase in sales. Deployment Process: Streamlit and Gradio Web Application • Led the deployment process for data analysis and machine learning projects, ensuring practical usability of analysis results and predictive models. • Formulated web applications using Streamlit and Gradio, providing an interactive and user-friendly interface for data exploration and model deployment, which increased user engagement by 25%. • Collaborated with cross-functional teams to integrate Streamlit and Gradio frameworks seamlessly into project workflows, enhancing the accessibility and usability of deployed models. National Service: Koforidua Regional Hospital Position: Information Technology Personnel Koforidua Sep 2019-Aug 2020 • Managed the hospital information system, ensuring data accuracy and accessibility for medical staff, thereby improving patient care by 15%. • Optimized network performance by proficiently managing network cables, reducing downtime by 20%, and ensuring smooth and efficient connectivity. • Performed hardware troubleshooting, resolving 80% of technical issues promptly to maintain operational efficiency. • Conducted software troubleshooting, ensuring all hospital applications and systems functioned seamlessly, supporting the hospital's daily operations. Internship: Volta River Authority Akosombo Position: Information Technology Personnel June 2018- Sep 2018 • Supervised the company’s Electronic Document Management Record System, organizing and securing information, which perfected document retrieval efficiency by 30%. • Performed hardware troubleshooting, addressing technical issues to ensure uninterrupted company operations. • Installed and configured software, supporting various departments' needs and enhancing overall productivity by 20%. • Revamped the registry information system by integrating advanced data validation techniques, ensuring 99% accuracy and accessibility, thus facilitating faster administrative processes and more informed decision making across departments. EDUCATION PROFESSIONAL COURSE DATA ANALYST 2024 Azubi Africa Accra Feb 2023- Feb 2024 BSc Information Technology Technology University College Koforidua Ghana Oct 2020-Dec 2023 HND Computer Science Koforidua Technical University Koforidua 2016 - Jul 2019 LEADERSHIP POSITION Financial Chairman The Apostolic Church Ghana Abotanso Assembly 2023- date Assistant class rep Koforidua Technical School - CERTIFICATION Data Analyst Professional ADDITIONAL Technical Skills: Python, Scikit-learn, Pandas, Excel, SQL, Power BI, Gradio and Streamlit Languages: Fluent in English
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