Hello and welcome — this is Val!
As a professional in the IT industry, I specialize in essential data processes such as managing data entry and extraction, ensuring data security, and investigating discrepancies. Working closely with data on a daily basis, I began to notice that there was often more beneath the surface.
I realized I wasn’t just processing information — I was uncovering patterns, spotting anomalies, and piecing together stories hidden within the data. This perspective was also shaped by my earlier experiences in web development and hands-on work with databases and e-commerce, where I saw how powerful data can be in shaping user experiences, optimizing operations, and driving growth.
These experiences inspired me to deepen my expertise in data analytics, with the goal of helping businesses make smarter, data-driven decisions.
About me
Tools & Software
How I Approach a New Project ?
The OSEMN framework is a structured methodology. Widely used by data analysts and data scientists, OSEMN helps transform raw data into actionable insights through a systematic five-step process.
Obtain (Data Collection) – Gather high-quality data from various sources such as databases, APIs, CSV files, or web scraping to ensure accuracy and relevance for analysis.
Scrub (Data Cleaning & Preparation) – Remove errors, duplicates, and missing values while standardizing and normalizing data to ensure reliability in later stages.
Explore (Data Exploration & Visualization) – Analyze and visualize data using tools like Python, R, Excel, Tableau, or Power BI to uncover patterns, trends, and insights.
Model (Statistical & Machine Learning Modeling) – Apply predictive or descriptive models (e.g., regression, clustering, classification, forecasting) to extract deeper insights from data.
Interpret (Insight & Decision-Making) – Translate model results into actionable insights, communicate findings clearly, and guide informed business decisions.
In one word "OSEMN" or "AWESOME"
What does ‘OSEMN’ stand for?
Excel | Google Sheets | SQL | MySQL | Python etc...