Advertising Performance Forecasting Model

Open
Winch
Winnipeg, Manitoba, Canada
Founder
(2)
2
Project
Academic experience
100 hours of work total
Learner
Winnipeg, Manitoba, Canada
Intermediate level

Project scope

Categories
Data analysis Data modelling Advertising Marketing analytics Machine learning
Skills
statistical modeling business metrics performance metric key performance indicators (kpis) machine learning forecasting data analysis
Details

The project aims to develop a forecasting model that enables marketers to gain deeper insights into the performance of their advertising campaigns. The current challenge faced by marketers is the inability to accurately predict the outcomes of their advertising efforts, which leads to inefficient allocation of resources and suboptimal campaign results. By building a robust forecasting model, learners will apply their classroom knowledge of data analysis, statistical modeling, and machine learning to create a tool that predicts key performance indicators such as click-through rates, conversion rates, and return on investment. The project will involve analyzing historical advertising data, identifying relevant variables, and selecting appropriate forecasting techniques. The ultimate goal is to empower marketers with actionable insights that enhance decision-making and optimize advertising strategies.

Deliverables

The deliverables for this project include a comprehensive forecasting model that accurately predicts advertising performance metrics. Learners will provide a detailed report documenting the model's development process, including data analysis, model selection, and validation techniques. Additionally, a presentation will be prepared to demonstrate the model's capabilities and its potential impact on marketing strategies. The project will culminate in a user-friendly interface or dashboard that allows marketers to easily input data and obtain forecasts.

Mentorship
Domain expertise and knowledge

Providing specialized, in-depth knowledge and general industry insights for a comprehensive understanding.

Skills, knowledge and expertise

Sharing knowledge in specific technical skills, techniques, methodologies required for the project.

Hands-on support

Direct involvement in project tasks, offering guidance, and demonstrating techniques.

Tools and/or resources

Providing access to necessary tools, software, and resources required for project completion.

Regular meetings

Scheduled check-ins to discuss progress, address challenges, and provide feedback.

About the company

Company
Winnipeg, Manitoba, Canada
0 - 1 employees
It & computing, Marketing & advertising, Technology

Winch helps marketers predict, identify, and optimize their digital marketing activities.