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Data-Driven Decisions Through Statistical Rigor & Mathematical Integrity In a world of "black-box" models, I provide something more valuable: Certainty. Many can run a script, but few understand the mathematical mechanics that make a result valid. As a Statistician, I don’t just deliver charts; I provide sound frameworks that turn raw data into bulletproof business strategies. Why a Statistical Approach? A prediction is only as good as its reliability. I ensure every insight is backed by Hypothesis Testing and Statistical Validation. I don't believe in "one-size-fits-all"; I select the most robust model—Linear or Non-Parametric—tailored to your data's unique distribution and nature. How I Solve Your Problems: Advanced Forecasting & Trend Analysis: I specialize in capturing the hidden dynamics of time-dependent data. Using Time Series & Volatility Models (ARIMA, GARCH, ARCH), I identify the "why" behind fluctuations in financial assets, market trends, or operational metrics. Strategic Business Insights: Using Explainable AI (XAI), I deconstruct complex models to identify the exact variables driving your margins. I turn high-dimensional data into clear, actionable business intelligence. Risk & Predictive Intelligence: I quantify uncertainty. From Demand Forecasting to Churn Analysis, I use rigorous statistical tools to build "what-if" scenarios, allowing you to mitigate risks and anticipate future outcomes with mathematical confidence. Statistical Consulting (SPSS/Python): I bridge the gap between academic rigor and corporate decision-making. I translate complex p-values and statistical outputs into executive-ready summaries that drive results. Technical Toolkit: Languages & Tools: Python (Pandas, Scikit-Learn, XAI), IBM SPSS, EViews. Expertise: Volatility Modeling, Econometrics, Non-Parametric Methods, Feature Engineering. Your data is telling a story. Let’s make sure it’s a story you can trust. Ready to move beyond "best guesses"? Let’s connect.

Data analyst skilled in different fields such as SQL, Pandas, NumPy, Python, R, SPSS, Anylogic etc. I have experience in data analysis, data analytics, statistical analysis, financial analysis, statistics, data visualization, machine learning, predictive modeling, regression, hypothesis tests and more.

I build Python/ML solutions for finance & economics: time‑series forecasting, algorithmic trading bots, econometric models, and data dashboards. Delivered results: ↓ error rates, ↑ ROI, clean reproducible code. I help founders, analysts, and funds turn messy financial/economic data into actionable models, forecasts, and dashboards. What I Do (Deliverables) Time‑Series & Econometric Modeling: ARIMA/SARIMAX, VAR, GARCH, Prophet, LSTM/Transformers, DSGE/ABM setups Algorithmic / Quant Trading: strategy design, backtesting, execution logic, risk metrics, performance reports NLP & Sentiment for Markets: news/social sentiment pipelines (NLTK, FinBERT/FinGPT), feature engineering Data Engineering & Dashboards: ETL pipelines, feature stores, KPI dashboards (Power BI / Plotly / Streamlit) Statistical Analysis & Reports: hypothesis tests, A/B tests, policy briefs, academic‑style writeups Tech Stack Python (pandas, NumPy, scikit‑learn, statsmodels, TensorFlow/PyTorch), SQL, Optuna, MLflow, CCXT, yfinance, Prophet, Power BI, Excel (advanced), Git/GitHub. Recent Outcomes Cut MAPE of a crypto price model from 18% → 8% with LSTM + feature engineering Built a trading backtester (SOL/altcoins) with whale-tracking signals → sharpe ↑, DD ↓ Delivered an NGDP-targeting econometric dashboard for macro policy analysis (Turkey/US) Automated data pipelines & reporting for a small fund (daily email + dashboard refresh) How I Work Quick call / brief → define success metrics, timeline, deliverables Proof of concept (POC) in 1–3 days when possible Iterative build with clear commits & checkpoints Clean handoff: docs + reproducible code + short Loom walkthrough if needed Let’s Talk Need a forecast, bot, dashboard, or a fast data deep‑dive? Send me a short brief or your dataset and let’s scope a mini POC today.

Hello there, Welcome to my profile! I am Apoorva – a life-long self-learner, nomad, a nascent academician, and professional, working on building my cred in the field of Economics and Data analyses. As a graduate student and research assistant, I have a good background in statistics and have been working with data, constantly trying new things, and learning novel methodologies and theories along the way. My skills encompass the complete process of data analyses: dataset generation, cleaning, visualizing, modeling, interpreting, and reporting. So, what can I possibly offer you, that no one else can? Well as a prospective employee, I immediately can bring the following qualities to the project: Effective Leadership and communication skills: • At Accenture, I worked for over 2 years in Project management for a large telecommunication client based out of Singapore and Australia. • Within a course of 1 year, I have had the opportunity to spearhead an eight-member team and ensured a smooth swivel chair process was followed and within the Service level agreement. • Through this opportunity, I was able to showcase my leadership skills as well as my communication skills by designing an effective plan and workflow, reaching projects deadlines, and ensuring conflict resolution through effective communication. • As a result, I was awarded ACE (Accenture Celebrates Excellence) for my dedication to my designated role. Extensive Data management and Analyses: • As an economics student, I am meticulous when it comes to handling data, doing research analyses, and writing – resulting in a working paper on financial inclusion in the Indian context. • I have also worked as a research assistant in an Erasmus+ project, in which I was the point of contact for on-site surveyors and teams. My role involved collating data, literature review, collaborating with project stakeholders, and analyzing data. • Experience with survey data, administrative data and merging datasets, and handling sensitive data related to health, demography, and finance. Unique Growth and enriched perspective: • After my corporate stint, I shifted my base to Istanbul, to offer my help during the height of the Syrian Refugee crisis. • I shuffled both volunteering and freelance jobs in an unknown country- all the while trying to learn a new language and adjust to cultural change. • I used this opportunity to grow personally and realized during this time, that I wanted to complement my undergraduate Engineering degree by pursuing an Economics graduate degree because as a volunteer, I realized that the major problems that the world faces, both at a macro and micro level has economic consequences that end up exacerbating suffering. Versatile freelance experience: “There is no job too small” - That is the attitude I abide by, although professionally, I have experience with project management and data analyses in academic and research settings; through my personal journey and nomadic life, I have encountered a rich and rewarding freelance experience working with clients and ex-pats through personal connections and other platforms. • Assisted an independent consultant with SEO, article writing, and generating weekly AdWords reports. • Market research work for a French photographer who wanted to expand her clientele. I gathered information such as an address, contact information, and email address of high-end wedding stores and other wedding-based services. • Virtual Assistant for an Australian entrepreneur, wherein I was involved with market research, blog and email outreach. • Education content, lesson and quiz writer for an EdTech company. • Categorizing videos, photographs, advertisements, etc., as an internet annotator for Telus international. Now that you have got a glimpse at my qualities and experience, here are the tools and technologies I am proficient with- • Programming: MySQL Stata R • Markup Language: HTML LaTeX • Statistical Skills: Linear and Multiple Linear regression. Time-series analyses (ARIMA, VAR) Descriptive and univariate statistics Cross-sectional data analyses using RDD, Difference-in-Difference, IV, Propensity score matching, Logistic regression. Panel data analyses. Mapping of GIS data. • MS Office Skills: MS Word MS Excel. PowerPoint. Outlook In short, I can offer- -Statistical analysis using R and Stata -report and article writing -research assistantship -Data Entry -Admin support -Customer Support Thank you for taking the time to read my profile. I very much look forward to the opportunity of working with you.

I received my masters and phd degree from the University of Texas at Austin in economics. I have over 10 years of experience in econometric data analysis. I can manipulate and analyze data in excel, Stata and SPSS. From simple data analysis to advanced econometric techniques I can help in your homeworks, projects, masters or PhD thesis. I am familiar with cross section, panel and time series econometric techniques. I have many published papers. I have also great deal of teaching experience. I can teach almost in all fields of economics.

With over five years of experience as a dedicated Data Analyst, I transform messy, inconsistent datasets into clear, actionable insights so you can make data-driven decisions with confidence. What I Can Do for You: - Your Problem: Inaccurate or fragmented data makes it hard to identify valuable trends or measure performance. - My Solution: I turn raw information into meaningful patterns and strategic insights by applying meticulous data-cleaning techniques, advanced statistical analysis, and customized visualizations. - My Action: Using Python, R, SQL, Tableau, and Power BI, I’ll refine your datasets, run robust analyses, and present findings in intuitive dashboards that empower smarter decisions. Why Choose Me: - Proven Expertise: I’ve guided both academic and industry partners through complex data challenges, delivering improved forecasts, optimized strategies, and enhanced operational efficiency. - Flexible Approach: Whether you need a quick data cleanup, a detailed regression analysis, or a compelling visualization, I tailor my process to your unique objectives. - Clear Communication: Expect open dialogue, regular progress updates, and accessible reporting, ensuring you fully understand and trust the insights delivered. Ready to Unlock Insights? Let’s turn your data into a powerful decision-making tool. Message me now, and let’s get started.