@extends('patent::layouts.master') @section('title', 'Forecasting Report') @section('content')

Forecasting Report

Filters

Clear Filters
Next Month Forecast

{{ number_format($forecasts['next_month_forecast']) }}

Expected transactions

Next Quarter Forecast

{{ number_format($forecasts['next_quarter_forecast']) }}

Expected transactions

Next Year Forecast

{{ number_format($forecasts['next_year_forecast']) }}

Expected transactions

Forecasting Accuracy

{{ number_format($accuracyMetrics['accuracy_score'] * 100, 1) }}%

Model accuracy

Revenue Projections

Monthly Revenue Forecast

${{ number_format($revenueProjections['monthly_revenue_forecast'], 2) }}

Next month

Quarterly Revenue Forecast

${{ number_format($revenueProjections['quarterly_revenue_forecast'], 2) }}

Next quarter

Annual Revenue Forecast

${{ number_format($revenueProjections['annual_revenue_forecast'], 2) }}

Next year

Revenue Growth Rate

{{ number_format($revenueProjections['revenue_growth_rate'], 2) }}%

Expected growth

Transaction Volume Forecast

Confidence Intervals

Period Lower Bound Upper Bound
Next Month {{ number_format($forecasts['next_month_forecast'] * 0.8) }} {{ number_format($forecasts['next_month_forecast'] * 1.2) }}
Next Quarter {{ number_format($forecasts['next_quarter_forecast'] * 0.8) }} {{ number_format($forecasts['next_quarter_forecast'] * 1.2) }}
Next Year {{ number_format($forecasts['next_year_forecast'] * 0.8) }} {{ number_format($forecasts['next_year_forecast'] * 1.2) }}

Demand Forecasting

Capacity Planning

Current Capacity

100%

Utilization

Required Capacity

120%

Next quarter


Capacity Alert: Consider scaling up resources for the next quarter.

Scenario Analysis

Best Case Scenario

+25%

Optimistic growth

20% Probability
Most Likely Scenario

+10%

Expected growth

60% Probability
Worst Case Scenario

-5%

Conservative estimate

20% Probability

Forecasting Accuracy Metrics

Mean Absolute Error (MAE)

{{ number_format($accuracyMetrics['mae'], 2) }}

Average error

Root Mean Square Error (RMSE)

{{ number_format($accuracyMetrics['rmse'], 2) }}

Standard deviation

Mean Absolute Percentage Error (MAPE)

{{ number_format($accuracyMetrics['mape'], 2) }}%

Percentage error

Overall Accuracy

{{ number_format($accuracyMetrics['accuracy_score'] * 100, 1) }}%

Model performance

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