The Science of Interviewing:
How to Hire the Right People
Hiring mistakes often reveal themselves months later in missed deadlines and performance issues that “no one saw coming.” Yet in many cases, the warning signs were there from the start of the hiring process.
Behavioral cues offer insight into how someone will show up at work.
At the same time, interviews are not neutral assessments. How you behave as an interviewer communicates volumes about what it is actually like to work inside your organization.
Small details matter more than most hiring teams realize: how structured the process feels, how respectful the interaction is, how consistent communication remains before and after the interview. These signals shape not only how candidates perform, but whether they want the job at all.
Key Takeaways About Hiring and Interviewing
- Hiring mistakes often become obvious months later, but early behavioral cues in interviews can reveal risk and fit sooner.
- Candidates evaluate your organization throughout the hiring process, and inconsistent communication can drive away strong applicants before decisions are made.
- Structured interviews using consistent interview questions and scoring criteria reduce bias and improve hiring accuracy.
- Deception in interviews is more likely to appear as clusters of subtle verbal and behavioral patterns than as a single obvious tell.
Know Your Culture Before You Start the Hiring Process
Before you can assess whether a candidate fits your culture, experts recommend that you clarify what that culture actually is.
Research shows that candidates begin forming judgments about organizational fit well before the interview stage. Early impressions are shaped by: your website and company branding, online reviews or media coverage, prior exposure to your company or team, and the tone and responsiveness of initial outreach
By the time a candidate walks into an interview, they are already differentiating you from other organizations and forming a preliminary preference. As the recruitment process continues, those perceptions either strengthen or weaken based on what they experience next.
For example, a candidate may be drawn to your company because your website emphasizes collaboration and autonomy, but if interview scheduling and communication is chaotic or interviewers send mixed messages, perceived fit can quickly decline.
Before you interview, ask yourself:
- What do candidates actually experience when interacting with us
- Which behaviors are rewarded internally
- Where might our messaging and our reality diverge
Fit is not decided in a single moment. It develops across the recruitment process. When your signals are consistent and aligned, candidates who truly fit your culture become more committed, and those who do not are more likely to self-select out.
Use Structure to Reduce Bias in Interview Questions
Unstructured interviews invite bias. Researchers found that structured hiring processes, those that use consistent interview questions and predefined scoring criteria, lead to better hiring decisions and fairer outcomes.
In practice, this means deciding in advance what you want to learn and evaluating every candidate against the same criteria.
How to create an effective structure:
- Ask the same core interview questions of every candidate, which allows for meaningful comparison
- Emphasize past behavior over hypotheticals, since descriptions of real experience are harder to fake and more predictive of future performance
- Rate responses immediately and separately, rather than forming a global impression at the end of the interview
- Use clear scoring standards, so interviewers evaluate observable behavior instead of general “fit”
Structured interviews reduce biased differences in ratings while maintaining or improving decision quality. In other words, structure helps interviewers see candidates more clearly, not less clearly.
The goal is to prevent irrelevant signals from crowding out meaningful ones.
Maintain Clear Communication Before and After the Interview
The interview experience shapes how candidates view your organization, sometimes more than compensation or title. Surveys show that the interview itself is the most influential stage in forming employer impressions, and yet, communication breakdowns are common. Nearly 75% of candidates say they received no follow-up after an interview, damaging their impression of the company. Over two-thirds of candidates expect at least a confirmation email after applying, however, only 46% of companies send one.
Silence is not neutral; candidates interpret it as disorganization or lack of respect.
Put yourself in the candidate’s position. They interview, invest time preparing, and hear nothing for days or weeks. Even if an offer eventually comes, trust has already taken a hit. Many candidates disengage or accept competing offers long before a decision is finalized.
The same survey found that three quarters of candidates would accept a salary about 5% lower if the hiring process left them with a positive impression.
If you want to keep strong candidates engaged, do the following:
- Acknowledge applications and interviews promptly, even with a brief automated message
- Set a clear decision timeline and update candidates when that timeline changes
- Inform candidates when you are not moving forward with them
Watch Behavior, Not Just Words During Hiring Decisions
Most candidates try to impress. Some exaggerate. Others lie.
Behavioral research shows that deception in interviews often appears in subtle patterns rather than obvious tells. Compared to honest candidates, deceptive interviewees tend to make more verbal errors, such as stumbles or repetitions, fill silence quickly rather than pausing naturally, appear unusually calm, sometimes calmer than honest candidates.
Watch out for these signals. They do not prove deception. But taken together, they can indicate increased cognitive load or strategic self-presentation.
Effective interviewers stay curious rather than confrontational and look for clusters of behavior rather than single cues.
Shape the Interview Experience With Intentional Messaging
Research shows that when interviewers clearly communicate the organization’s strengths and express encouragement toward candidates, applicants leave with higher confidence and a more positive emotional impression.
First, be deliberate in how you present the organization. This works best when examples are concrete rather than promotional.
- Point to specific strengths of the role or team. For example, instead of saying “We have great teams,” say “This team works in tight project cycles, and junior staff regularly present directly to leadership.”
- Explain how decisions are made or success is rewarded. Rather than “We value initiative,” say “People who take ownership of problems are often pulled into higher-visibility projects”
- Avoid vague claims like “great culture” without evidence. If you cannot point to a behavior, process, or outcome that supports the claim, candidates are likely to discount it entirely.
Second, use brief encouragement to support candidate confidence. Acknowledging strong answers increases applicants’ confidence and positive affect, without compromising evaluation.
- Use neutral affirmations such as “That’s helpful” or “Good example.”
- Maintain attentive posture and visible engagement. Leaning in slightly, nodding, or maintaining steady eye contact signals interest and respect.
- Avoid evaluative statements about outcomes. Comments like “That’s exactly what we’re looking for” may feel encouraging, but they blur the line between assessment and reassurance.
Be Aware of Bias Triggered by First Impressions
A survey found that hiring professionals unconsciously link color with personality:
- Blue is often read as trustworthy and collaborative, which can lead interviewers to assume stronger teamwork skills before evidence is presented.
- Gray tends to signal reliability and stability, sometimes causing candidates to be seen as safer or more dependable than their experience alone would suggest.
- Black is associated with authority and leadership, but in some contexts can also be interpreted as aggressive or domineering.
- Orange is frequently perceived as unprofessional, which can negatively bias impressions before the interview even begins.
- Red conveys boldness and confidence, but may also trigger assumptions about dominance or confrontational behavior.
These snap judgments operate quietly but affect how you assess confidence, professionalism, and fit.
Use Open Posture to Improve Attention and Accuracy
Posture shapes perception in both directions. Research suggests that interviewers who adopt open postures process information more accurately and are better at detecting behavioral cues than those who sit closed off.
An open posture means:
- Sitting with your arms uncrossed
- Keeping your legs uncrossed or neutrally positioned
- Facing the candidate directly rather than angling away
- Maintaining an upright but relaxed torso
- Avoiding barriers like laptops, folders, or crossed hands between you and the candidate
By contrast, a closed posture includes crossed arms, crossed legs, leaning away, or hunching over a desk.
Open posture appears to prime engagement and reduce distraction. Interviewers in open positions focus less on irrelevant cues and more on meaningful behavior. This effect is not about appearing friendly. It is about how information is processed.
The Next Steps for Every Hiring Manager
Candidates are signaling how they handle pressure, how they think, and how they regulate themselves in real time. Interviewers are signaling what they reward, what they tolerate, and what it feels like to work inside the culture. When you know how to read those signals accurately, you make better hiring decisions.
This is the core of Pamela Meyer’s work. As the author of Liespotting and a leading expert on deception detection and behavioral analysis, Pamela teaches professionals how to move beyond gut instinct and into disciplined observation. Her training focuses on the skills like, identifying baseline behavior, noticing meaningful deviations, recognizing patterns of impression management, and using expert questioning to surface clearer, more reliable information.
If you want to sharpen these skills, Pamela Meyer’s courses on deception detection, expert questions, and interviewing provide practical, research-driven tools you can apply immediately. You will ask better interview questions, reduce bias, and spot credibility gaps earlier. Most importantly, you will learn how to evaluate candidates based on behavioral evidence, not just polished answers.
To continue building these skills, explore Proven Ways to Detect Lies on a Résumé and learn how behavioral science can sharpen your next hiring decision.
Frequently Asked Questions About Hiring and Interviewing
What are the best questions to ask during an interview?
The best questions to ask during an interview are structured, behavior-based questions that focus on past experience and evaluate candidates against consistent criteria. Research shows that asking every candidate the same core interview questions improves hiring accuracy and reduces bias. Questions should emphasize real examples rather than hypotheticals because past behavior is more predictive of future performance and harder to fake.
Strong interview questions are designed in advance around what you actually need to assess. They invite candidates to describe how they handled pressure, solved problems, collaborated with others, or made decisions. As candidates respond, interviewers should rate answers immediately using predefined scoring standards to avoid relying on vague impressions of “fit.”
What are the common signs of a bad cultural fit in interviews?
Common signs of a bad cultural fit in interviews are clusters of meaningful shifts in speech patterns, body language, and behavior compared to a candidate’s baseline. There is no single red flag. Instead, you establish what “normal” looks like during early rapport and small talk, then watch for consistent changes when pressure increases.
Begin observing from the first handshake. Notice posture, gaze, vocal tone, speed of speech, gestures, and emotional expressions under ordinary conditions. If a candidate’s standing or seated posture tightens, vocal quality shifts, nervous tics increase, or emotional reactions change noticeably during certain topics, those deviations may signal stress or discomfort that is worth exploring further.
The key is comparison. Low stakes conversation provides a behavioral baseline. Later responses to challenging questions reveal whether changes form a meaningful pattern.
What are mistakes to avoid when contacting candidates?
One of the biggest mistakes to avoid when contacting candidates is failing to establish a behavioral baseline before evaluating their responses. If you jump straight into high pressure questions without observing how someone normally speaks, moves, and reacts, you lose your point of comparison.
Another mistake is relying on a single sign of deception or discomfort. There is no universal tell. Effective assessment depends on identifying clusters of verbal and nonverbal behavior that differ from a candidate’s normal speech patterns, body language, posture, and vocal tone. Comparing low stakes small talk to high stakes accusations can also lead to false conclusions.
Strong follow up matters. Ask varied questions that elicit natural reactions and clarify shifts you observe. Offer a compliment, introduce something unexpected, or politely challenge an opinion. Then note whether changes are consistent. Thoughtful follow up allows you to separate ordinary stress from meaningful behavioral changes.
