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What Actually Decides How a First Date Goes

Most first date advice has no source behind it. Here is what the research on speed dates, question-asking and nerves actually says decides how one goes.

Portrait of Ahmet AbiçWritten byAhmet AbiçFounding editor
Portrait of Noah CortezFact-checked byNoah CortezStanford Journalism Program

Research-backed6 sources cited, 4 from government or peer-reviewed databases.

Practitioner-tested1 documented trial by named athletes and coaches, linked in full.


You have an hour to work out whether you want to spend more hours with somebody you have met twice, once on a screen. Both of you know it. That is the whole difficulty, and no amount of preparation removes it.

What preparation can do is stop you running the script that almost everybody runs by default, which is a polite exchange of biographical facts in which neither person says anything a stranger could hold against them. There is recorded evidence of how common that is, and there is measured evidence about the one thing that pulls a conversation out of it.

The short answer

Most of what circulates as first date advice has nothing behind it. Here is the part that does.

The questionWhat the evidence says
What cannot be known beforehandWhether the two of you specifically will click
What the default date sounds likeJob, hobbies, weekend, both people carefully saving face
The one measured leverFollow-up questions, not new topics
What that is worthRoughly one extra yes across twenty dates, per extra question
What to do with nervesRelabel them as excitement rather than trying to switch them off
How to judge it afterwardsBy how you behaved and felt, not by whether there was a spark

Nobody can screen for this in advance

The largest attempt to predict attraction before two people meet ran two speed-dating studies, collected more than a hundred self-report measures from every participant, and fed the lot to a machine learning model. It is worth knowing what the model could and could not do, because the difference is the entire argument for going on the date at all.

Read that carefully, because it cuts two ways.

Some of you is predictable. How generally enthusiastic you are about other people, and how much other people tend to warm to you, are stable enough to be partly modelled from a questionnaire. That is the actor and partner variance, and it is the part that responds to the ordinary things: being interested in people, being pleasant to be near, having a life you are not embarrassed by.

The specific thing, though, the reason this particular evening either works or does not, was invisible to a model holding a hundred measurements on both people. Paul Eastwick’s own comparison was that romantic desire may be more like an earthquake, a dynamic and chaos-like process, than a chemical reaction involving the right combination of traits.

So the frame most people bring, that a first date is an examination they might fail if they prepare badly, is wrong on the facts. There is no preparation that determines the outcome, because the outcome was not determined by anything either of you knew about yourselves an hour earlier. What you can influence is narrower and more useful: whether the hour gives the thing a chance to happen at all.

This is the same finding that runs through what actually makes a relationship work, where a machine learning model across 43 longitudinal studies found the same shape. What each person brings predicts a lot. What the pairing produces resists prediction.

What a first date actually sounds like

The gap between how people imagine first conversations and how they go is documented, and the documentation is German. A linguist at the University of Münster recorded and transcribed 134 real speed dates, then analysed them as conversations rather than as outcomes.

That last detail is the one worth sitting with. It is not that people were boring. It is that both people were actively working to say nothing that could be held against them, and the safest way to do that is to trade CV facts and withhold reactions.

A man and a woman talking across a small cafe tableKetut Subiyanto / Pexels
The default conversation is a polite exchange of biography in which neither person risks a real reaction.

Which produces a conversation that is pleasant, correct, and gives neither of you a single piece of information you could not have read on a profile. Then you go home and try to decide whether you liked somebody you never met, because what you met was their public-facing summary.

The interview feeling that everyone complains about is not caused by nerves. It is caused by two people simultaneously deciding that safety is the priority.

The one behaviour that moves the number

There is exactly one conversational behaviour I could find with a measured effect on whether the other person agrees to a second date (official source), and it is not a topic, an opener, or a piece of body language.

The size of the effect is the part that makes it worth changing your behaviour over, and Harvard’s own write-up of the study (official source) puts a number on it.

One extra question per date, one extra yes in twenty. That is a small effect honestly reported, and it is more than any other single thing in this article can claim.

It also explains itself. A follow-up question is the only conversational move that cannot be faked in advance, because it has to be built out of what the other person just said. Prepared questions signal preparation. Follow-ups signal attention, and attention is the scarce thing at a table where both people are rehearsing.

How to ask follow-ups without interrogating anyone

The failure mode here is obvious and the researchers named it: a person who only asks questions comes across as guarded or as conducting an inquiry. The fix is not fewer questions but a different rhythm.

A follow-up question is the one conversational move you cannot prepare, because it has to be made out of what was just said.

Answer before you ask. When they ask you something, give a real answer with something in it, then follow up on theirs. The disclosure is what stops the questions reading as an interview, and it is the half most people drop when they are nervous.

Follow the detail, not the headline. They mention they moved cities last year. The headline question is where from. The follow-up is what made you do it, or what you miss. One collects a fact, the other opens a subject.

Ask about the thing they got animated about. People signal interest before they say it. If their voice changed on a subject, that is the thread, whether or not the subject interests you yet.

Do not stack. Two questions in a row without a response in between turns into a form. Ask one, let the answer land, react to it before you ask the next.

Let a silence sit for a second longer than is comfortable. Most people fill a pause with a new topic, which is a full switch, which is the weaker move. Often the other person was about to say the more interesting half.

None of this requires you to be quick or charming. It requires you to be listening closely enough that you have something specific to ask, which is a different skill and a learnable one.

Going deeper, on purpose

If the default conversation is safe biography and the improvement is following what the other person says, the obvious next question is how far you can push that in an hour. There is a body of laboratory work on exactly this (official source), because researchers needed a way to make two strangers feel close on demand.

Nine minutes. That is the finding that should change how you think about an hour in a bar.

The better known version of this is the 36 questions, from a 1997 study by Arthur Aron and colleagues, which uses the same escalating structure over 45 minutes. That paper sits behind a publisher paywall, so rather than cite something I could not open, here is the procedure as Berkeley’s Greater Good in Action reproduces it (official source), with all 36 questions and the three-set timing.

Now the honest part. You are not going to pull out a numbered list on a date, and you should not. Both of these are laboratory procedures, run with instructions and a timer, and the effect is on felt closeness in that moment rather than on anything durable.

What transfers is the principle underneath, which is the same one the follow-up question research found from the other direction. Closeness comes from reciprocal escalation. Both people, going slightly further in, taking turns. Not one person confessing, which is unnerving, and not both people staying at the level of what they do for work, which is what 134 recorded speed dates turned out to be.

In practice, that means being the one who goes one step past the safe answer, then leaving room. Ask what they are actually working towards rather than what they do. Say the true version of why you left your last job instead of the diplomatic one. When they ask what you do at weekends, answer with something you care about rather than something defensible.

The risk is real and small: you say something slightly too honest and it lands badly. The alternative is the interview, and the interview has a ceiling.

What to do about the nerves

The standard instruction is to calm down, and there is a study showing that almost everybody believes this is the right approach (official source) and that it is the harder route.

No date was tested in that paper, and I am not going to pretend otherwise. What was tested is the general case of anticipatory nerves before a performance you care about, which is the same machinery.

The practical form is unglamorous. Your hands are unsteady and your pulse is up on the way there. That state is not evidence that something is wrong, and it is not going to switch off in the next ten minutes because you told it to. It is the body preparing for something that matters, which is accurate, because it does matter, a bit. Naming it as anticipation rather than dread costs nothing and has a measured effect on performance in the studies where it was tested.

The thing that genuinely lowers the stakes is arithmetic rather than psychology. If a first date is an examination with one attempt, the nerves are proportionate. If it is one of many evenings you will spend meeting people, most of which will be pleasant and inconclusive, they are not. The second description is the true one.

Where you go changes what can be said

Venue is treated as a matter of taste and it is closer to a matter of structure, because the format determines which conversations are available to you.

A couple walking and talking on a city streetJohn Diez / Pexels
Walking removes the obligation to hold eye contact, which is why difficult subjects tend to arrive on the way somewhere.

Sitting across a table is the default and it is the most exposed arrangement there is. Constant eye contact, nothing to do with your hands, and every silence fully audible. It rewards people who are fluent and punishes people who are not, which is why it produces so many interviews.

Walking removes the eye contact requirement and gives silences somewhere to go. This is not a research finding, it is a structural one, and it is the same reason difficult conversations in long relationships tend to happen in cars.

An activity solves the silence problem and creates a different one: it can fill the entire evening, and you can leave having learned that they are competent at bowling. Useful as half of a date, risky as all of it.

Anything loud removes the possibility of the conversation this whole article is about. If you cannot hear a follow-up answer, you cannot ask a follow-up question.

The reliable shape is a short first thing with a natural ending, somewhere you can hear each other, with an obvious way to extend it if you both want to. Which brings us to the part nobody plans.

How to end it

Most first dates end badly in a specific and avoidable way: they run past the point where either person is enjoying it, because leaving feels like a verdict.

Set the end before you arrive. Tell them you have something at nine, or just plan a first thing that finishes on its own. This is not a trick to seem busy. It removes the moment where you both have to decide, in real time, in front of each other, whether this is going well enough to continue, which is a decision neither of you can make reliably at that point anyway.

Then, if you want to see them again, say so out loud before you separate, and be specific enough to be actionable. There is no strategic reason to withhold it. The research on second dates is about the person deciding, not about how cool you looked while waiting.

If you do not want to, do not say you will. The polite lie is easier for ten seconds and worse for everyone afterwards, and this is the same territory as saying no without starting a fight, which is a skill worth having early.

Judging it afterwards, without asking about the spark

The question everybody asks in the taxi is whether there was a spark. It is a bad instrument, for the reason the machine learning study demonstrated: the thing you are trying to detect was not detectable an hour before, and it is not reliably detectable an hour after either.

This is practice rather than a study, and it is presented here as exactly that. Nobody has run a controlled trial on the post-date eight, and Ury’s evidence is her own coaching practice.

The reason it earns a place is that it asks a question you can actually answer. Whether you clicked with somebody is a judgment about a relationship that does not exist yet. Whether you were more yourself or less, more energised or less, curious or not, are observations about the last two hours, and you were there for those.

The practical version is even shorter. Do you want to see them again? Are you curious about anything specific? If you cannot answer either, that is information too, and it usually means go once more, because a second date resolves it faster than a week of thinking.

What this does not fix

Everything above is about the hour itself, and the hour is not where most dating goes wrong.

It does not help you meet anyone. That is a separate problem with separate answers, and meeting people as an adult covers the general version of it.

It does not make an unpromising match promising. Follow-up questions produce a better conversation with somebody you were never going to want, which is a nicer evening and the same outcome.

It does not tell you whether to continue past the second or third date, which is a harder question than the first one and gets its own guide.

And it will not stop most of them going nowhere. The base rate is what it is. The finding at the top of this article, that the specific chemistry between two people resisted prediction from a hundred measurements, is also the reason the process involves volume. That is not a failure of technique. It is the shape of the thing.

What you can control is that the hour was spent on an actual conversation rather than a mutual recital of biography, so that whatever was or was not there had a chance to show up. That is the whole available edge, and it is worth having.

Common questions

The questions people actually type in the week before, and in the taxi afterwards.

What should you talk about on a first date?

Less than you think, and further into it. The measured finding is not about topics but about follow-ups: questions that build on what the other person just said rather than moving to a fresh subject. Follow-ups were the most common question type in the recorded conversations researchers coded, and the people who asked more of them were better liked and got more second dates.

How do you not be awkward on a first date?

Accept that some awkwardness is structural. You are two strangers performing intimacy on a deadline, and the standard fix, running through safe topics, is what makes the conversation feel like an interview.

Are first date nerves normal, and how do you calm them?

They are normal, and trying to calm down is the harder route. Anxiety and excitement are the same high-arousal state, so relabelling is a shorter distance to travel than switching yourself off. In studies of public speaking, singing and maths tests, people told to say "I am excited" performed better than people told to calm down.

How long should a first date be?

Short enough that ending it is easy. An hour or two with a natural finishing point beats an open-ended evening, because the pressure to manufacture a verdict falls away when nobody is trapped.

Does the spark on a first date mean anything?

Less than it is credited with. Instant chemistry is a real feeling but a poor instrument, and the research on predicting attraction before two people meet found compatibility to be the least predictable part of the whole thing.

Who should pay on a first date?

There is no research finding here, only a norm, and the norm varies by country and circle. Offering to pay and accepting a split without argument covers almost every case without turning into a scene.

How soon should you text after a first date?

When you know what you want to say, which is usually the same evening or the next day. The timing games are noise, and the person who wants to see you again is not counting hours.

What if you cannot tell whether you liked them?

That is the common outcome, not a failure of perception. A second date costs one evening and answers the question far better than more thinking does.

Your answers tell us which guides to revise first.

Sources, reporting, field reports and update history

Trials run and published by named practitioners. Each is one person's experience rather than a controlled study, and is listed separately for that reason.

  1. 1.Logan Ury, behavioural scientist and Director of Relationship Science at Hinge, Fashion Journal (fashionjournal.com.au)Built an eight-question post-date checklist in 2019 for a coaching client who kept dismissing matches on first impressions, then published it and has taught it since.

Journalism cited in this guide: first-hand reporting, interviews and data work. Listed apart from the research because it is a different kind of evidence.

  1. 1.Rachel Layne, Harvard Business School Working Knowledge, 30 October 2017 (library.hbs.edu)The school’s own account of the question-asking research, including the estimate of what one extra question per date is worth.
  1. 1.Is romantic desire predictable? Machine learning applied to initial romantic attraction, Joel, Eastwick and Finkel, Psychological Science, 2017 (pauleastwick.com)
  2. 2.It doesn’t hurt to ask: question-asking increases liking, Huang, Yeomans, Brooks, Minson and Gino, Journal of Personality and Social Psychology, 2017 (hbs.edu)Official source
  3. 3.The Relationship Closeness Induction Task, Sedikides, Campbell, Reeder and Elliot, Representative Research in Social Psychology, 1999 (psychology.uga.edu)Official source
  4. 4.Get excited: reappraising pre-performance anxiety as excitement, Brooks, Journal of Experimental Psychology: General, 2014 (hbs.edu)Official source
  5. 5.Beim Speed-Dating knistert es selten, University of Münster on Elisa Franz’s analysis of 134 recorded speed dates, in German (uni-muenster.de)
  6. 6.36 questions for increasing closeness, Greater Good in Action, University of California, Berkeley (ggia.berkeley.edu)Official source
  1. CurrentFirst published. The 1997 study behind the 36 questions is paywalled, so the procedure is cited from the Berkeley page that reproduces it rather than from a paper we could not open.

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