Hire the Best Trend Forecasters

𝗜 𝗮𝗺 𝗮 𝘁𝗼𝗽-𝗿𝗮𝘁𝗲𝗱 𝗾𝘂𝗮𝗻𝘁𝗶𝘁𝗮𝘁𝗶𝘃𝗲 𝗮𝗻𝗮𝗹𝘆𝘀𝘁 𝘄𝗶𝘁𝗵 5+ 𝘆𝗲𝗮𝗿𝘀 𝗼𝗳 𝗲𝘅𝗽𝗲𝗿𝗶𝗲𝗻𝗰𝗲 𝗶𝗻 𝗲𝗰𝗼𝗻𝗼𝗺𝗲𝘁𝗿𝗶𝗰𝘀, 𝗯𝗶𝗼𝘀𝘁𝗮𝘁𝗶𝘀𝘁𝗶𝗰𝘀, 𝘀𝘁𝗮𝘁𝗶𝘀𝘁𝗶𝗰𝗮𝗹 𝗮𝗻𝗮𝗹𝘆𝘀𝗶𝘀, 𝗮𝗻𝗱 𝗳𝗼𝗿𝗲𝗰𝗮𝘀𝘁𝗶𝗻𝗴 𝘂𝘀𝗶𝗻𝗴 𝗥, 𝗦𝘁𝗮𝘁𝗮, 𝗦𝗣𝗦𝗦, 𝗮𝗻𝗱 𝗘𝘅𝗰𝗲𝗹. I help researchers, businesses, and healthcare professionals turn complex data into clear, reliable, and actionable insights through rigorous statistical modeling, reproducible analysis, and publication-ready reporting. My approach goes beyond running tests. I focus on selecting the right methodology, validating assumptions, and delivering results that stand up in academic, clinical, and professional environments. Most data problems aren't solved by running more tests; they're solved by asking the right questions first. That's where I come in. ⤷ 𝗧𝗼𝗽 𝗥𝗮𝘁𝗲𝗱 𝗼𝗻 𝗨𝗽𝘄𝗼𝗿𝗸 ⤷ 46+ 𝗰𝗼𝗺𝗽𝗹𝗲𝘁𝗲𝗱 𝗽𝗿𝗼𝗷𝗲𝗰𝘁𝘀 ⤷ 100% 𝗝𝗼𝗯 𝗦𝘂𝗰𝗰𝗲𝘀𝘀 𝗦𝗰𝗼𝗿𝗲 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗲𝗱: 𝗗𝗮𝘁𝗮 𝗩𝗶𝘀𝘂𝗮𝗹𝗶𝘇𝗮𝘁𝗶𝗼𝗻 𝘄𝗶𝘁𝗵 𝗥 (𝗜𝗕𝗠) ⤷ 𝗥 𝗳𝗼𝗿 𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝗰𝗲 (𝗜𝗕𝗠) | 𝗚𝗼𝗼𝗴𝗹𝗲 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀 What I do for you: → Statistics, Econometrics & Quantitative Research → Data Analysis, Statistical Analysis & Data Modeling → R Programming, Statistical Computing & Data Visualization → Stata, IBM SPSS, Python & Reproducible Statistical Programming → Regression Modelling (OLS, IV, Linear & Logistic Regression) → Fixed Effects, Random Effects & Panel Data Analysis → Survival Analysis & Biostatistics → Time Series Analysis & Forecasting → Multivariate Statistics & Predictive Modeling → Hypothesis Testing, Experimental Design & Power Analysis → Statistical Process Control (SPC) → Survey, Cross-Sectional & Longitudinal Data Analysis → Dissertation & Thesis Statistical Support → Data Cleaning, Preparation & Interpretation of Results → Publication-Ready Tables, Visualizations & Reports → Academic, Medical, Financial & Business Research Analytics → Well-Documented and Reproducible Analysis Workflows whom I work with: Small and medium businesses, Postdoctoral researchers, PhD and Master’s students, academic supervisors, economists, policy analysts, healthcare professionals, financial analysts, and business teams who require rigorous statistical analysis, econometric modeling, forecasting, quantitative research, and data-driven insights — not just numbers on a page, but clear, reproducible, and actionable results. What makes this different: I don't hand you output and disappear. I explain what results mean, what they don't mean, and how to defend your methodology if challenged. If a model assumption is violated, I tell you — and fix it. If a simpler approach gives you a cleaner answer, I'll recommend it even if it's less impressive-looking. Typical projects include: → Chapter 3: Statistical Support for dissertations and theses → Panel data modelling with fixed and random effects → Time series forecasting and ARIMA modelling → Survival and event-history analysis for clinical datasets → Econometric modelling for policy evaluation and program impact If you have a dataset, a deadline, or just a research question you're not sure how to approach, send me a message. I'll respond within a few hours and tell you exactly how I can help. Thank you

DATA SCIENTIST — everything I build, you can verify the math. I deliver transparent, auditable data models where every number can be checked. Specializing in quantitative research, statistical modeling, Data insights and automation. QUANTITATIVE RESEARCH & PORTFOLIO CONSTRUCTION : I build and backtest equities, with live execution and kill switches on Alpaca where needed. Position sizing, risk allocation, rebalancing logic, all of it grounded in the math, not gut feel. Quick example of how I think: a momentum strategy covering 145 stocks was delivering 41% CAGR. Expanding to 245 stocks dropped it to 36%. Counterintuitive. The root cause: New stocks were selected on hot recent momentum, so by entry their cycle was already done. Built a 5-filter Monte Carlo system, tested 700+ parameter combinations, to identify which satellites are early-cycle vs peaked. Result: 43%+ CAGR with lower drawdown than the 145-only baseline. The problem wasn't the strategy. It was the timing of entry. Another example: I built a live MBS (Mortgage-Backed Securities) forecasting and trading system for a fund client, covering 265+ cohort securities across weekly, monthly, and quarterly return horizons. The interesting part wasn't the ML, it was the feature design. Standard technical indicators on bond prices are noise. What actually drives MBS price movements is duration, convexity, prepayment rates, regime variables like curve steepness, VIX, and Fed MBS holdings. Every feature built from first principles, nothing borrowed from a vendor that can't be verified. This is where I spend most of my time. Systematic backtests, portfolio construction, Monte Carlo optimization. No black boxes, no ML hype every output can be checked in a spreadsheet. Not "add more data." Find the actual structure driving returns, and build features that reflect it. DATA SCIENCE & ANALYTICS I've worked across real estate, e-commerce, and financial analytics, usually called in when a team has data but no clear answer yet. I focus on getting to a decision you can act on, not a 40-slide deck. Results worth mentioning: ML automation cut a client's data processing from 286 days to 1 day, after they'd run the same manual process for two years without realizing it was automatable Ad spend attribution model that improved campaign ROI by 25% WHAT MAKES ME DIFFERENT ▸ I show my work. Every model, every analysis, every number comes with the method behind it, so you're never trusting a black box ▸ I'd rather tell you a strategy doesn't hold up than build you something that looks good and fails in real world. ▸ I scope real problems fast: send me what you're working with and I'll tell you within 24 hours if and how I can help

Your ops person exports the same file every Monday. Someone cleans it, emails it, explains it. Next month, same loop. I build the system that ends it - handed over documented, so you never depend on a freelancer to read your own numbers. I build Excel, Google Sheets, and Python systems that turn messy files into clear models, dashboards, forecasts, and reporting your team can run without me. Core work: financial models, cash flow forecasts, FP&A dashboards, KPI reporting, Excel automation, and decision-support tools for founders, finance leads, and operations teams. 𝗪𝗛𝗔𝗧 𝗜 𝗕𝗨𝗜𝗟𝗗 • Cash flow forecasts — 13-week and 12-month models with scenario inputs, stress flags, refresh logic, and clear cash visibility. • FP&A dashboards — budget vs actuals, KPI tracking, variance analysis, management reporting, and board-ready views. • Financial models — DCF, IRR, pricing, scenario and sensitivity tables with clean separation between inputs, assumptions, calculations, and outputs. • Excel + Python automation — reporting pipelines, multi-source consolidation, data cleanup, Power Query, VBA, pandas, and openpyxl. • Google Sheets + Apps Script systems — forms, live trackers, approval flows, scoring systems, dashboards, and scheduled workflows. • Procurement and pricing benchmarks — vendor matrices, cost frameworks, KPI scorecards, and decision-ready summaries tied to business impact. • Excel model audits — formula cleanup, logic restructuring, documentation, and handover notes so non-technical teams can own the model. 𝗥𝗘𝗖𝗘𝗡𝗧 𝗥𝗘𝗦𝗨𝗟𝗧𝗦 • €35,200 in stuck revenue surfaced on the first run of a 13-week cash flow engine — disputed invoices and unapproved AP were flagged immediately. • 50+ KPI procurement benchmark framework built for client-facing decision work — structured for a non-technical team to use without extra training. • 4 hours of weekly reporting compressed to under 20 minutes — Excel + Python automation with full handover documentation. • Built live Google Forms + Sheets scoring and dashboard systems under tight deadlines with clean logic, real-time outputs, and reliable handover. • B2B Analyst at Vertex Strategic Research since October 2024 — Excel and Google Sheets models used in production for real business decision-making. 𝗕𝗘𝗦𝗧 𝗙𝗜𝗧 Finance, operations, procurement, or founder-led teams at 10–200 person SMBs. Usually post-revenue. Usually working from a fragile workbook. Usually tired of exporting, cleaning, copying, pasting, and explaining the same numbers every week. You do not need a black box. You need a clean system your team can run after delivery. 𝗛𝗢𝗪 𝗜 𝗪𝗢𝗥𝗞 Async-first — no meetings pulling you away from your work. You send context when it suits you; I confirm scope in writing before starting; you get clear progress updates and replies within 4 business hours. You always know exactly where your project stands. • You send the current workbook, dataset, process, and the decision you need to make. • I review the structure and confirm the cleanest scope in writing. • I build with separated inputs, calculations, outputs, documentation, and protected logic where needed. • I use Excel, Google Sheets, Power Query, VBA, Python, Apps Script, SQL, and AI-assisted review or commentary where it genuinely improves speed, structure, or clarity. • You receive the finished file plus handover notes so your team can own it from day one. 𝗧𝗢 𝗦𝗧𝗔𝗥𝗧 Send me three things: • Your current workbook or dataset • One question you cannot answer from it • Deadline I will look at it and tell you honestly whether I am the right fit — and how I would rebuild, automate, or simplify it. I would rather point you in the right direction than take on work I am not the best person for.

I’m a Freelance Market Analyst with a deep focus on technical analysis, chart pattern recognition, trading and investment strategy support. I help traders and investors make better decisions by providing: *Market research & chart markups (intraday, swing & investment) *Price action, Pivots and volume-based analysis *TradingView support: chart analysis, indicator setup, alerts, Pine Script tweaks *Trade journal review *Custom Excel/Google Sheets dashboards for trade & investment tracking *Economic event tracking *Assistance with entry/exit for trading and investing, journaling, and strategy backtesting *Position sizing templates I specialize in Indices, Stocks, Futures, Options, Forex, Commodity, Crypto trading, investing and Pivot-based systems. Whether you're a beginner needing support or a pro seeking a reliable assistant, I’m here to back your trading and investment process with structure and insight. In addition to support services, I also coach traders on technical analysis, core concepts, and strategy building. Let’s work together to bring clarity to your trades and investments.

🏆 EXPERT-VETTED TOP 1% ON UPWORK |⭐ 5-Star Ratings | Data Analytics and Predictive Modeling|💎MASTER/PHD THESIS Help |✅Statistics, Panel Data, Time series Econometrics |✅ R, PYTHON, SAS, Tableau, Power BI | ✅Data Science, Machine Learning Models | ✅STATA Master, Large Survey Data and Regression Analysis, Economic Policy Evaluation, Predictive Financial Modeling | 🏆PhD and 20 years of experience. ABOUT ME: 🏆 EXPERT-VETTED and TOP RATED PLUS status (TOP 1% on UPWORK) 🥇20 years of working experience with large corporations and institutions (Amazon, the World Bank, International Financial Corporation, University of Pennsylvania) 🎓PhD/Professor in Econometrics/Statistics/Data Science 💎Provide effective help for MASTER/PHD THESIS With proven tracked records of success in Upwork (Expert Vetted Top 1% and Top Rated Plus), overwhelmingly positive feedback with 5* ratings, my PhD and 20 years of experience, I can definitely help you bring out the highest quality, great results for your project and achieve your business goals. I have over 20 years of experience in empirical research, statistical analysis, econometric modeling, data science, machine learning models, data analysis (panel data analysis and time series analysis, complex survey design and analysis), data visualization, storytelling, and project management. I enjoy creating dashboards of data analytics to provide data insights, data trend, meaningful graphs, statistical analysis, story-telling summary that serves as key benchmark to influence business decision. Moreover, I also provide robust statistical evidence, regression/correlation analysis, machine learning predictive models to provide supportive and significant results for business projects. I also help clients understand different statistical techniques, regression techniques, learn excellent statistical language including STATA, SAS, R, and Python to make your life easier. My previous projects on machine learning and econometric modeling include the followings but not limited to: - Data Analysis, Large Survey Data Analytics and Data Visualization. - Linear regression with panel data and time series data. - Forecasting model for time series analysis - Financial modeling such as stock returns, cryptocurrency price prediction, financial indices and financial performance prediction. - Machine Learning models: Random forest, decision trees, KNN, neural network,... - Logistic models, multinomial logit models, ordered logit models. - Economics research, market research, house price, mortgage default prediction, - Program evaluation using different methods such as difference in difference, propensity score matching, instrument variables, fixed effects, regression discontinuity design. I am happy to share my knowledge on machine learning modeling as well as quantitative and analytical skills to help you succeed in your project. In addition, with my experience in participating and presenting in thousands of academic and industry conferences, supervising and guiding hundreds of college and graduate students in their thesis/dissertation, I am very confident that I can help you make a difference in your project and bring out the highest quality and great results for your Master or PhD's thesis/dissertation project. I can also provide statistical advice and statistical analysis including: - Descriptive Statistics. - Bi-variate analyses such as t-tests, correlations, chi-square tests and non-parametric tests for normal and non-normal data. - Multivariate analyses such as ANOVA, MANOVA, LDA, PCA and factoring analysis, regression analysis (see econometric models above). - Review and interpret statistical output, set up the appropriate hypothesis testing and write up conclusion and policy recommendation. - Tutoring Statistics, Math and Econometric courses: including both introduction and advanced courses. I have experience with different types of data including: - Survey data (household, market research, firm/business/country data, house price, loan performance, accounting, finance, health, labor and income, etc.) - Panel data - Time series data I help clients put together and analyze different types of survey data, panel and time series data, getting the data insights, build data trend and data stories with meaningful graphs and great visualization. With proven tracked records of success in Upwork (Expert Vetted Top 1% and Top rated), overwhelmingly positive feedback with 5* ratings, my PhD and 20 years of experience, I can definitely help you bring out the highest quality, great results for your project and achieve your business goals. Looking forward to working with you soon, Dr. Victoria

SaaS FP&A Analyst & Financial Modeler with 5+ years of experience building investor-ready financial models, unit economics frameworks and P&L forecasts for fast-growing tech companies. I specialize in turning complex operational data into clear, dynamic, and scalable models in Google Sheets and Excel that help founders and leadership teams make confident strategic decisions, plan growth, and prepare for fundraising. Key expertise: - Financial modeling, P&L structure, variance analysis, and sensitivity analysis - Unit economics (LTV, CAC) modeling and scenario analysis (Best / Base / Conservative) - Revenue forecasting, pricing tests, and monetization strategy evaluation - Building dynamic dashboards and automated reporting systems - Preparing pitch deck financials and investment materials Recent projects include financial modeling and growth analysis for B2B/B2C SaaS, marketplace, and tech startups and real estate groups. I excel at understanding business logic, asking the right questions, and delivering models that are both highly accurate and practical. Currently available for new projects. Open to ongoing part-time collaboration or one-time complex modeling tasks. Let’s build a financial model that actually drives your growth.