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Forecasting & Scenario Development with AI · LearnSpace
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Forecasting & Scenario Development with AI

Курс от IBM
Начальный≈ 2.5 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

By the end of this course, you will break a time series into trend, seasonality, and noise, measure forecast quality with metrics like MAE and MAPE, generate AI-assisted forecasts with clear rules for when to override them, and build probability-weighted scenarios and sensitivity tables that frame the range of outcomes leadership must weigh. These are the skills that turn an analyst into a trusted decision-support partner — someone who can answer the executive's "what if?" in the room, not a week later. You will learn to produce forecasts leadership can rely on and to stress-test the assumptions behind them. What makes this course unique is its focus on judgment over computation. You will not write a line of code or need a statistics background; instead, you learn when to trust a method, which drivers actually move the numbers, and how to curate a wide set of AI-generated scenarios down to the short, defensible list executives can act on. Every method is demonstrated on a realistic case company you carry through the program.

Навыки, которые вы освоите

ForecastingFinancial ForecastingContingency PlanningTime Series Analysis and ForecastingBudgetingFinancial ModelingFinancial PlanningFinancial AnalysisRevenue ForecastingDecision Support SystemsResponsible AIDemand PlanningPrompt EngineeringPredictive AnalyticsData-Driven Decision-MakingTrend AnalysisPerformance Stress TestingFinancial DataDecision IntelligenceAdvanced Analytics

Программа курса

4 модулей · 33 учебных материалов

01Predictive Forecasting Concepts8 материалов
Judge a Forecast You Can Trust ВидеоForecasts That Miss, and No One Can Say WhyВидеоSignal, Standard, OverrideВидеоTerms You Should Know Чтение

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Преподаватель курса

Forecasting & Scenario Development with AI
В каталоге вашей программы

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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 2.5 ч

4 модулей

Язык: Английский

Часть программы вашего университета
Reading a Time Series and Measuring a ForecastВидео
Test Before You Trust: One Skill, Many Forecasts Видео
Beat the Naïve DIALOGUE
Predictive Forecasting ConceptsЗадание
02AI-Enhanced Forecasting8 материалов
Generating an AI Forecast You Can DefendВидеоA Fast Forecast You Can't DefendВидеоCredibility, Overfitting, Traceability, DefensibilityВидеоTerms You Should KnowЧтениеPrompting, Evaluating, and Blending AI ForecastsВидеоPrompt It, Test It, Then Trust It ВидеоPrompt, Benchmark, Override DIALOGUEAI-Enhanced ForecastingЗадание
03Scenario Analysis Basics9 материалов
Building Scenarios Leadership Can Decide OnВидеоWhen "What-Ifs" Become Decision TheaterВидеоComparability, Narrative, and Tail RiskВидеоTerms You Should KnowЧтениеBuilding Probability-Weighted Scenario SetsВидеоTutorial: Scenario Planning ApproachВидеоThree Futures, One Weighted Decision ВидеоWeighing Three Futures DIALOGUEScenario Analysis BasicsЗадание
04Sensitivity and AI Scenarios8 материалов
Stress-Test Your Plan and Curate the Scenarios That MatterВидеоThe "What If?" You Can't Answer in the RoomВидеоTables, Thresholds, CurationВидеоTerms You Should KnowЧтениеSensitivity, Scenarios, and AI Stress TestsВидеоFind the Few Numbers That Move the DecisionВидеоFrom "What If?" to a Short ListDIALOGUESensitivity and AI ScenariosЗадание