LibrarySolé Bicycles Small Business LibraryBuilding a Data-Driven Model to Predict E-Bike Demand for Solé Bicycles in Key Cities

Solé Bicycles Small Business Library

To View Full Case Details.

Register Now
Already Have an account? Log In

Building a Data-Driven Model to Predict E-Bike Demand for Solé Bicycles in Key Cities

Last Updated: 04/28/2026

Case Organization

Solé Bicycles

https://www.solebicycles.com

Venice Beach, CA, USA

1-10

Case Contributors

Case Disciplines

Customer Service & Account Management Data Management Digital Marketing Growth Strategy Market Research Purchasing, Logistics, Supply Chain

Skills & Expertise

Behavioral Analysis Customer Segmentation Data Analysis Data Collection Data Sourcing Demand Forecasting Demographic Analysis Digital Marketing Distribution Strategy Environmental Analysis Geographic Analysis Go-To-Market Strategy Growth Strategy Insight Generation Inventory Planning KPI Development Local Partnership Strategy Machine Learning Modeling Market Prioritization Market Research Marketing Strategy Model Validation Predictive Modeling Pricing Strategy Regression Analysis Risk Assessment Sales Strategy Scenario Analysis Statistical Analysis Transportation Trend Analysis

Featured Videos

Background & Objective

The challenge or opportunity you are trying to address for the organization.

As the popularity of e-bikes continues to surge, Solé Bicycles seeks to identify and prioritize high-demand markets for expanding its e-bike offerings. E-bikes have seen rapid adoption worldwide, driven by urbanization, environmental awareness, and shifts in transportation preferences.
Learning Objectives

This is what students will learn as they complete the case.

This case focuses on applying data analytics, predictive modeling, and market strategy to inform business expansion decisions. Students will explore how to translate complex datasets into actionable insights that guide market entry, marketing investment, and operational planning. 
  •  Identify and analyze key variables that influence e-bike demand, including demographic, socioeconomic, environmental, and behavioral factors 
  •  Source, evaluate, and synthesize diverse datasets (e.g., census data, transportation trends, urban density metrics) to inform decision-making 
  •  Develop predictive models (e.g., regression, machine learning) to estimate demand across different geographic markets 
  •  Interpret model outputs to prioritize high-potential cities for business expansion 
  •  Assess how urban trends such as sustainability, commuting patterns, and infrastructure impact product adoption 
  •  Translate data insights into strategic recommendations for marketing, inventory planning, and distribution 
  •  Design city-specific go-to-market strategies tailored to local consumer preferences and conditions 
  •  Evaluate risks and barriers to entry (e.g., regulation, competition, infrastructure) and propose mitigation strategies 
  •  Develop performance metrics to track the success of market entry and marketing initiatives 
  •  Bridge technical analysis with business strategy, ensuring insights are both data-driven and actionable for decision-makers
Key Action Items

These are activities and action items you might want to complete in order to achieve the expected outcomes.

Milestones
Milestone #1
Guiding Questions
Deliverable
Suggested Outcome(s)
Milestone #2
Guiding Questions
Deliverable
Suggested Outcome(s)
Milestone #3
Guiding Questions
Deliverable
Suggested Outcome(s)
Milestone #4
Guiding Questions
Deliverable
Suggested Outcome(s)

Explore the CapSource Case Library

Explore Case Library

The CapSource Case Library helps students explore real-world challenges faced by leading organizations across industries. Each case introduces a practical business or social impact problem and invites students to think critically about potential solutions.

Students can use cases to:

Discover potential career paths and industries
Learn how organizations approach strategy, operations, and innovation
Practice solving real-world challenges
Build a portfolio of real work product that showcase impact

Educators can register and browse the library for free. Upgrade for classroom use to bring experiential learning into your courses through case discussions, assignments, and competitions. The library is constantly growing and used by schools everywhere.

What you get when you upgrade:

Case notes and discussion/facilitation guides
In class presentation slides and teaching support materials
Visibility of student submissions and industry feedback
Evaluation tools and outcomes reporting

Unlock the Full Case

Create a free account to browse case materials, submit custom cases/case responses, and explore ways you can leverage this material to improve classroom engagement and enhance learning outcomes.

Register to View Full Case Details

Register Now

Already have an account? Log In

Educator or organization? Book A Demo