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Bot detection metrics (10 marks) a. Describe three algorithmic approaches commonly used to detect fake or bot followers on social platforms. For each, explain the features used and the statistical or machine learning technique applied. b. One commonly used heuristic flags accounts that perform N follows/unfollows per hour. Given a dataset of follower activity timestamps for an account, describe an algorithm to compute average follow actions per hour and a statistical test to decide whether the behavior significantly exceeds a benign baseline rate λ0 = 2 follows/hour. Include formulas and an example calculation for a sample of 240 follow events recorded over 30 days.
While these tools claim to offer a shortcut to social proof, using them comes with significant risks and ethical considerations. How IGTools "Enquete" Works igtools enquete
Complete any required security captchas and hit submit to start the delivery. Is it Safe for Your Account? Bot detection metrics (10 marks) a
: Automated followers and votes often come from bot accounts. These "ghost" followers do not interact with your future content, which can actually lower your overall engagement rate. Include formulas and an example calculation for a
is more than just a question; it is a direct line to the audience’s preferences. By integrating surveys into their content strategy, creators can: Crowdsource Content
The "Enquete" tool typically functions as a "poll vote sender". Users enter the URL of their active Instagram Story and specify which option (e.g., "Yes" or "No") they want to receive votes. The service then uses a network of bot accounts to cast those votes automatically.
Instead of using automation, consider organic methods to boost Story engagement: