Predictive Cash Flow & Financial Forecasting Engine #407
Description
Description:
Overview
Build an advanced financial forecasting system that predicts future cash flows, identifies potential shortfalls, and provides actionable recommendations using time-series analysis and machine learning.
Requirements
Backend - Models
Create CashFlowForecast model: userId, forecastDate, predictedIncome, predictedExpenses, predictedBalance, confidence, factors[], scenarios (optimistic, baseline, pessimistic), generatedAt
Create IncomeSource model: userId, name, type (salary, freelance, investment, rental, other), amount, currency, frequency, nextExpectedDate, variability (fixed, variable), confidence
Create SeasonalPattern model: userId, category, monthlyFactors[12], dayOfWeekFactors[7], dayOfMonthFactors[31], holidayImpact
Create ForecastScenario model: userId, name, assumptions[], adjustments[], results, createdAt
Create FinancialAlert model: userId, type (low_balance, high_spend, goal_risk, bill_conflict), severity, predictedDate, amount, recommendation, acknowledged