How I Chose a Social Media KPI (My Framework)
Imagine sitting in a quiet office at 9:00 PM, the only light coming from two large monitors filled with data. You have three different browser tabs open: Meta Ads Manager,…
Imagine sitting in a quiet office at 9:00 PM, the only light coming from two large monitors filled with data. You have three different browser tabs open: Meta Ads Manager,…
According to research from the U.S. Small Business Administration, over 70% of small businesses now use social media to reach new customers, yet many struggle to identify which specific channel…
“I feel like I am gambling with my budget every time I launch a new campaign. I follow the ‘best practices’ I read online, but my costs keep rising while…
A data analyst walks into a bar and orders a drink. The bartender asks, “Why the long face?” The analyst says, “I have a 95% confidence interval that this drink…
There is a specific, hollow feeling that hits you when you look at a dashboard and see a steady climb in opt-outs. For months, I watched my audience retention numbers…
You have likely seen the common advice: “Just use this one script to double your engagement.” But when you run the numbers, the results are often inconsistent or even disappointing….
Have you ever looked at your social media metrics and wondered if those numbers represent real human connection or just digital noise? Many strategists chase “engagement” as a vague goal,…
Most social media advice is based on a feeling, but feelings do not scale in a data-driven environment. For years, I have watched marketers chase “viral” trends only to find…
According to recent data on digital consumer behavior, the average viewer makes a decision about staying or leaving a video within the first three seconds. This narrow window defines the…
I am currently looking at a dashboard where a single post has reached over 50,000 people. The engagement rate is sitting at a healthy 8%, with hundreds of shares and…