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.