Social Media Ad Effectiveness and Data Analysis Project
Social Media Ad Effectiveness Project
Objective: To analyze the effectiveness of social media ads on different platforms using search data and revenue time frames.
MyTelescope Application: Demonstrate how MyTelescope can help companies understand the effectiveness of their ads on specific platforms during certain time frames.
Data Considerations
Data Set Challenge: The primary challenge is the monthly data points versus real-time campaign data.
Aggregate Level Effectiveness: Observing the aggregate effectiveness of ad campaigns (e.g., Artisan's "Don't hire humans, hire AI" campaign) using MyTelescope.
Long-Term vs. Short-Term Vision:
- Monthly data points are sufficient for understanding long-term business effectiveness.
- Most startups focus on short-term metrics (website visits, conversion, cost of acquisition per week), which can lead to over-optimization and a failure to see long-term trends.
Understanding Trends
Data Points Needed: Determine the minimum number of data points (three, four, five) needed to statistically explain a trend.
Role: To assess how effective advertising is in creating a trend.
Fad vs. Trend:
- Over-optimizing for weekly/daily data can lead to creating a fad (short-term spike) instead of a sustainable trend.
- Example: Artisan might spend their entire budget on a big splash, but the trend may die if they can't sustain the ad spend.
Social Media Focus
Alternative to Ads: Consider broader social media topics relevant to younger generations (content creation).
Ads as the Core of the Internet Economy: Advertising is the primary revenue source for apps like Google and Facebook.
Media Buying Economy: The money spent on media buying is comparable to that spent on mutual funds and financial services.
Content Creation and Impact
Impact of Social Media Activity: Does being active on platforms like TikTok or Instagram make a difference?
Reach vs. Creativity:
- Marketing theory emphasizes that reach is the most effective way to drive business and market share if you can afford it.
- Creativity and appealing content can lead to word-of-mouth effects and save money.
Provocative Content: Artisan's campaign provoked people by using a potentially scary message about AI replacing humans.
Standing Out: Many businesses create content that doesn't stand out and gets lost in the clutter.
Trend Creation
Goal: To determine if ads or content creators can create a trend that leads to sustained revenue and market share.
Strategy Shift: Many companies, including Procter & Gamble and Unilever, are shifting from TV ads to influencer marketing.
Proving Impact: Find a way to easily prove the impact of content creation for companies and content creators.
Competitive Tracking: Use MyTelescope to track competitors and other influencers.
Project Timeline and Planning
Topic Selection: Dedicate one week to finalize a topic (should be completed by the end of the current week).
Planning: Spend a week planning the information needed to support the chosen topic.
Project Outline: A project outline and plan have already been drafted.
AI Planning Tools
- AI Content Planning Tool: Using an AI-powered tool (similar to Trello) to draft ideas, angles, stories, and images, and then publish content across social media platforms.
Project Structure
Document Review: Quick background, objectives, and timeline.
Timeline Flexibility: The timeline is flexible and can be adjusted based on project needs.
Project Duration
Two-Month Internship: Aim to utilize the full two-month internship for the project, iterating, finding angles, and packaging the story effectively.
Full-Time Job Simulation: This project simulates the role of a communicator or strategist at a startup, involving data digging, packaging, story creation, alignment, and publishing.
Testing and Brainstorming
AB Testing: Test stories and content on personal LinkedIn channels to gauge interest from the target audience (peers, university students).
Feedback Loops: Build a story and refine it weekly, creating a "flywheel" that demonstrates the process.
Debrief and Playbook: Create a debrief and a playbook for future team members to take over the project.
Success Metrics Exploration
Channel Selection: Decide which channels to use for publishing (LinkedIn, TikTok, Instagram).
Metrics: Likes, shares, views, and engagement..
MyTelescope Metrics: Measure success by tracking the search lift for MyTelescope and website traffic from social media channels.
SEO: Optimize blog posts (SEO optimization takes time).
Short-Term Data Points: Identify short-term data points to quickly assess if a particular angle is effective.
Project Direction
Need to "get started up".
Experimentation Phase: Dedicate one month to experimenting with different topics to identify what drives interest.
Showing the Richness of Search Data: Focus on showing how rich the search data is through different topics (social media, national security, travel).
Syria Example: Example: Analyze the increase in search interest for travel to Syria to understand the reasons behind it (vacation, family visits, other motives).
Multiple Angles: Explore various angles of intelligence that can be extracted from search data (defense, anti-terrorism).
Experimentation and Testing
Testing Period: Run tests for two to three weeks or a month to allow for iteration and finding effective angles.
Open-Minded Approach: Keep an open mind and experiment with different subjects to see what clicks.
Actionable Plan
Iterative Sprints: Rebuild the project plan with smaller, shorter sprints to make it more actionable.
Channel Selection: Decide which channels to use for testing hypotheses.
Team and Personal Introduction
Personal Blurbs: Write short blurbs about yourselves, including expectations and skills, to be published on the MyTelescope website.
Photoshoot: Plan a photoshoot for the website (coordinate with Alison's schedule).
Schedule Coordination
Ensure weekly schedules are coordinated in the beginning of the week.
Midsummer Holiday: Be aware of the Swedish Midsummer holiday (next Friday), when most people are off work.
Deliverables and Deadlines
Story Pitch: Pitch a story by next Wednesday, with a final version by the end of next week.
Iterate with Feedback: Iterate on the story based on feedback.