Bad survey questions don't just annoy the respondent — they hand you data that's quietly wrong, and you only find out months later when you try to act on it. Here are the worst real-world survey question patterns I've collected, from biased phrasing to mandatory questions with no "N/A", and how to spot them in your own survey before they ship.
There are thousands of possible survey questions, but only three types that actually do work for the business — outcome, attribute, and how-to-improve. Get one wrong or skip one and the data doesn't drive action. Here's each type explained, with 149 real-world question samples to draw from.
Transactional NPS is just two questions — but the way you collect the responses changes the response rate by 5x. Outbound phone, inbound IVR, email, web; each has its case and its trap. Here's the comparison across the main collection channels, and the criteria (timely, frequent, low-touch) that pick the winner for your touchpoint.
You're running transactional NPS, customer comments are pouring in, advocates are being identified — and you're doing nothing to turn them into sales. Day in, day out, customers are putting their hands up to recommend you, and you're not handing them the tools. Here are three concrete steps to convert advocates into revenue, starting now.
After 15 years of running customer feedback programs, we wanted to move past anecdote and see which attributes statistically predict success. So we surveyed 80 practitioners and ran the analysis. Here are the six drivers and seven key takeaways that came out — including the engagement and reporting moves that consistently separate the programs that stick from the ones that quietly stall.
94% of people say an online review has convinced them to avoid a business — and Google, Facebook and Yelp keep pushing review volume up. Your customer feedback program can quietly do the heavy lifting on both sides of that ledger. Here's how to use transactional surveys to suppress bad reviews and steer happy customers to leave good ones.