Questions to Ask Panelists
Questions for the Q and A part of a conference panel, written for anyone who has one turn at the microphone. They work across fields because they ask about unsettled work, changed minds, and disagreements rather than biography.
The questions
Open any question for the note
What part of your work would surprise people who only see the finished product?
Why ask it
This gets past the polished talk into the tedious or improvised parts. Panelists often answer with how long something took or how close it came to being abandoned, which is the detail people repeat afterwards.
What are you working on now that you couldn't have attempted five years ago?
Why ask it
Ties the answer to a concrete constraint that lifted: a tool, a dataset, a rule change, a collaborator. Vague answers about momentum usually mean the work has not changed much.
What's the question you get asked most often about your field that you think is the wrong question?
Why ask it
Lets a specialist correct the framing everyone else in the room is using. The correction is often more valuable than any answer to the original question would have been.
What did you have to unlearn from your training?
Why ask it
Separates people who have practiced from people who have only studied. Expect a specific rule or habit that worked in a classroom and failed in the field.
What's the most useful thing you took from a project that didn't work?
Why ask it
The word useful keeps this from becoming a confession. Watch whether the lesson changed how they work or is just a story they now tell well.
Where do people in your field disagree with each other most sharply?
Why ask it
Maps the live arguments instead of the consensus a keynote would present. If a panelist claims there is no real disagreement, that itself tells you how insulated the field is.
What changed your mind in the last couple of years?
Why ask it
Asking for a reversal, not an opinion, makes bluffing hard. The strongest answers name what the evidence was and who supplied it.
What's a common practice in your industry that you think will look bad in ten years?
Why ask it
This invites criticism of peers, so watch how carefully it is worded. Panelists who name something within their own control are more credible than those who blame regulators or clients.
Which parts of your job have already been handed over to software, and which parts couldn't be?
Why ask it
Forces a specific inventory rather than a general opinion on automation. The second half tends to reveal what the panelist believes their actual expertise is.
Who is doing work in your area that deserves more attention than it gets?
Why ask it
Gives the room names it can follow up, and it is one of the few panel questions that reliably gets a generous answer. A panelist who only cites themselves has answered a different question.
What advice for newcomers do you now think is out of date?
Why ask it
Most career advice on panels is repeated from when the speaker started. This question separates what still holds from what was true about a market that no longer exists.
If someone here wanted to work with you, what would make them stand out?
Why ask it
Puts a hiring or collaboration answer on the record in front of the room. Concrete answers describe work samples or specific skills; vague answers about passion mean they screen on referrals.
What would you want built or funded if money weren't the constraint?
Why ask it
Reveals what the panelist thinks is missing from the field rather than what they are already selling. Long pauses here are usually a good sign.
Who pays for the work in your area, and how does that shape what gets done?
Why ask it
Funding decides which questions get asked, and panels rarely name the funder out loud. Answers describing grants, clients, or advertisers explain the gaps in a field better than any complaint about priorities.
Where do you go to find out what's actually happening in your field?
Why ask it
Sources can be checked afterwards in a way opinions cannot. Named newsletters, mailing lists, or individual people give the room something to follow before the session even ends.
How do you decide what not to work on?
Why ask it
Every panelist runs a filter and few have ever described it out loud. Listen for whether it turns on scope, funding, or reputation, because that is what genuinely governs the output.
What did the generation before you get right that yours has dropped?
Why ask it
Panels tend to run the arrow of progress in one direction only. Asking for a regression gets an unrehearsed answer, often a craft skill or a slower method traded away for speed.
What decision are you facing right now where you would welcome an argument against your position?
Why ask it
Invites the panelist to open a live file instead of defending a closed one. Answers that name a real deadline or tradeoff also show the room where its input would actually count.
What should we read or watch to understand your field properly?
Why ask it
One of the few questions where a plain list is the point. Ask for what they send to new colleagues rather than what they would recommend to the public.
What are you least certain about in your own work right now?
Why ask it
A closing question that ends the session on candour instead of a slogan. Panelists who cannot name an open question are either finished with the work or unwilling to be honest in public.
Asking a Panel a Question in Public
Practical guidance for the conversation itself
Getting called on, and using the turn
Say who the question is for
If you do not name a panelist, the person nearest the microphone answers and the rest add agreement. Naming one person also gives the moderator an easy way to spread the questions around.
One question, one sentence
Two part questions get half answered, and it is always the easier half. Hold the second part back and use it if you are given a follow up.
Skip the preamble about yourself
Listing your credentials before asking reads as a bid for attention and eats the time you were given. If your background is relevant, fit it into five words inside the question.
Write it down before you raise your hand
Questions composed while standing tend to wander and end in a comment. A sentence on paper survives the adrenaline of a room turning to look at you.
What tends to get a real answer
- Ask about work in progress rather than published conclusions. Speakers are freer, and more interesting, about what is still unresolved.
- Quote something a panelist said earlier in the session. It proves you were listening and rules out the prepared answer.
- Ask two panelists to respond to each other rather than asking each the same question in turn.
- Ask what they got wrong. It is the quickest route past the talking points, and most speakers enjoy the question.
- Save anything that only matters to your own organisation for the coffee break, where the answer will be longer and more candid.
Common pitfalls
The comment dressed as a question
If your first sentence states a position, the panel will respond to the position and not to you. Lead with the question mark and leave your view out.
Asking for a ten year prediction
Careful people hedge forecasts, so you get a non answer. Ask what they are watching for and why it would matter, which they can answer honestly.
The hostile question
If you disagree with a panelist, quote them accurately and ask what evidence would change their view. Anything sharper and the room sides with the stage.
Asking something already covered
Questions answered in the talk make the panelist repeat themselves and waste the slot. If you arrived late, ask a neighbour what has been covered before you queue.