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Nicole Roberts's Projects

credit_risk_analysis_with_logistic_regrression icon credit_risk_analysis_with_logistic_regrression

Using a dataset of historical lending activity from a peer-to-peer lending services company, the included notebook in this repo uses various techniques to train and evaluate models with imbalanced classes to identify the creditworthiness of borrowers.

crypto_arbitrage icon crypto_arbitrage

Analyzes arbitrage opportunities for cryptocurrencies by taking advantage of simultaneous price dislocations in different crypto markets.

crypto_sp500_analysis icon crypto_sp500_analysis

Investigation of a two part hypothesis that (1) cryptocurrencies are increasingly becoming exposed to risk factors of the S&P 500, (2) cryptos are increasingly correlated with each other. Findings of Fama/French Factor regression analysis inform how to balance crypto against equities (growth, value) and how to 'crypto-diversify' within a portfolio.

field_services_management_sql_web_app icon field_services_management_sql_web_app

A cloud-based field service management SaaS solution that streamlines internal business processes through both a mobile app and desktop dashboard. Utilizes Python, SQL, Flask, HTML, and Jinja2.

financial_planning_with_monte_carlo icon financial_planning_with_monte_carlo

A financial planner for retirement that forecasts the performance of a retirement portfolio for a specified amount of time. It uses Monte Carlo simulations based off of historical data acquired with an Alpaca API call via the Alpaca SDK.

forecasting_with_facebook_prophet icon forecasting_with_facebook_prophet

With over 200 million users, MercadoLibre is the most popular e-commerce site in Latin America. This notebook analyzes the company's financial and user time series data in order to predict if search traffic can translate into the ability to successfully trade the stock.

loan_qualifier icon loan_qualifier

This application connects a customer in search of a loan with a number of suitable banks. Using CLI, the customer informs the app of their credit score, monthly debt-to-income ratio, loan-to-value ratio, and the size of their requested loan.

machine_learning_trading_bot icon machine_learning_trading_bot

A buy long / sell short algorithmic trading strategy that is enhanced by two different machine learning models: Support Vector Machine and Logistic Regression.

modeling_the_vix_with_lstm icon modeling_the_vix_with_lstm

Various multivariate, multistep LSTM models using SPX options data to forecast the CBOE VIX to improve future market volatility forecasts. Monte Carlo simulation and Facebook Prophet forecasts included for comparison.

proptech_with_python icon proptech_with_python

This analysis explores housing market relationships in San Francisco from 2010 to 2016 using various data visualization tools, including aggregation, interactive visualizations, and geospatial analysis. The goal of this analysis is to find properties in the San Francisco market that are viable investment opportunities.

risk_return_analysis icon risk_return_analysis

This application offers clients an online investment solution for their retirement portfolios through the use of algorithms that choose from various investment styles and options. The goal is to determine the fund with the most investment potential based on key risk-management metrics: daily returns, standard deviations, Sharpe ratios, and betas.

robo_advisor_for_retirement_planning icon robo_advisor_for_retirement_planning

Retirement-plan providers, who want to increase their client portfolio are increasingly turning to robo advisors to provide client investment portfolio recommendations for retirement. The code included in this repo is designed for a retirement provider to offer such advice via a robo advisor to existing and potential clients.

sql_etf_loan_analyzer icon sql_etf_loan_analyzer

Builds a financial database and web application by using SQL, Python, and the Voilà library for the purpose of analyzing the performance of a hypothetical fintech ETF.

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