Overview

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You will gain the applied data skills needed to turn multiple evidence streams into defensible forecasts and prioritized market recommendations. This course covers data assembly, cleaning, and harmonization for time-series and cross-sectional indicators, followed by practical forecasting techniques such as moving averages, exponential smoothing, and estimation of forecast uncertainty and confidence ranges. You'll learn to calculate critical market sizing metrics—including TAM, SAM, and SOM—while producing year-over-year growth metrics to identify high-velocity opportunities. The curriculum teaches you to create straightforward scorecards that prioritize these opportunities by size, growth velocity, and strategic fit. Emphasis is placed on communicating forecast confidence and producing visualizations that highlight seasonality, inflection points, and the distinction between long-term trends and short-term fads. Through hands-on model-building and interpretation exercises, you will practice converting complex analytic outputs into definitive go/no-go recommendations and short executive briefings that balance quantitative evidence with seasoned business judgment. You will finish this course by delivering a comprehensive Trend Forecast and Market Entry Recommendation, complete with a scoring model and supporting data visualizations, ensuring your insights are both statistically sound and ready for stakeholder review. Who this is for: Aspiring market analysts, business strategists, entrepreneurs, and professionals looking to develop data-driven market analysis skills with no prior experience required.

Syllabus

Analyze Markets: Growth, Trends, and Opportunity

This module develops market sizing and growth analysis capabilities essential for research professionals. Learners will master market sizing frameworks (TAM, SAM, SOM) and techniques for calculating year-over-year growth metrics. Through practical data analysis exercises, learners will build the quantitative skills needed to identify high-growth market segments and significant performance trends.

Analyze Markets: Go/No-Go Decisions

This module empowers analysts and strategists to master high-stakes market entry decisions. You will move beyond static snapshots to analyze dynamic competitive positioning, calculating market share trends to pinpoint strategic opportunities. The module bridges the gap between analysis and action through a structured market entry scorecard, weighing growth potential against regulatory risks and intensity. By synthesizing these data-driven techniques, you will learn to build a compelling business case and defend a clear go/no-go recommendation. Transform complex data into a decisive strategic plan and start driving impactful business strategy today.

Uncover Market Trends with Data Analysis

This module develops essential trend analysis capabilities for market research professionals. You will master distinguishing long-term trends from temporary fads by analyzing time-series data to identify seasonal patterns and peak periods. Through hands-on exercises, ranging from AI's strategic rise to streaming habits, you will uncover meaningful patterns that inform business strategy. You will learn to create annotated charts to effectively communicate findings to stakeholders. By moving beyond simple observation, you will be equipped to make evidence-based decisions, transforming raw data into actionable insights that drive business success and long-term strategic growth.

Trend Forecast and Market Entry Recommendation

This module equips you to translate raw data into a persuasive business case for market entry. You will apply your skills to produce time-series forecasts, prioritize trends using a scoring model, and build a comprehensive recommendation package. This hands-on experience involves sourcing data, applying transparent forecasting methods, and balancing quantitative data with qualitative insights. You will deliver a portfolio-ready project, including a Market Entry Brief and a Decision Summary, culminating in a clear "Go/No-Go" recommendation to guide strategic decisions and prove your value as a market analyst.