The job post decoder: 20 phrases and the question to ask for each
Job posts aren't literal. Employers say you need to meet about 70% of the list, not all of it.
A job posting is part requirements, part wish list and part sales pitch. Hiring data shows the listed requirements are softer than they look, and some filters that were dropped on paper are still on in practice. This sheet decodes 20 common phrases, gives you the question that tells you what each one really means at that company, and shows how to turn a posting into your interview prep.
By Preston KirschnerFounder, AI Career HubUpdated
- What hiring data says about listed requirements
- 20 common job-post phrases, decoded
- The question to ask for each phrase
- A 4-step way to read any posting
- Copyable recruiter-screen questions
- Which phrases are just boilerplate
- Share of the listed requirements employers said a job seeker needs to meet to be considered.
- ~70%
- Employer survey; Indeed doesn't give the employer sample size.
- Indeed, What's stopping job seekers from applying, Sep 27, 2021
- Job seekers who skipped applying for a role because they lacked the listed experience.
- 31%
- Indeed survey of 500 U.S. job seekers, Sep 27, 2021
- Firms that dropped degree requirements from postings but showed no meaningful change in who they hired.
- ~45%
- Large U.S. firms, 11,300 roles with hiring observed before and after the change.
- Burning Glass Institute + Harvard Business School, Feb 2024
In this guide
The list is softer than it looks, and some filters are harder
Indeed surveyed employers and job seekers about requirements in job postings (published September 27, 2021). Employers said job seekers need to meet an average of only about 70% of the listed requirements to be considered. Job seekers named the same number. Still, roughly a third had skipped applying because they lacked the listed experience (31%), education or technical skills.
Degree requirements are the opposite case: softer on paper than in practice. The Burning Glass Institute and Harvard Business School tracked 11,300 roles at large firms before and after degree requirements came off the posting (February 2024). About 45% of firms made the change "in name only", with no meaningful difference in actual hiring. Overall, the shift added opportunity in "not even 1 in 700 hires" in 2023.
So read every posting in two layers: what it says, and what the team actually screens for. The decoder below helps with the first layer. The questions get you the second. The phrase readings are our interpretation, not research findings. The same phrase can mean different things at different companies, which is exactly why each one comes with a question.
20 phrases, what they often mean, and what to ask
"Often means" is our read from how these phrases are commonly used. It isn't a rule. The question in the last column is how you find out what it means at this company. Ask the recruiter on the screen call, or the hiring manager later.
- It often means (our read)
- Priorities shift often. That can be momentum or chaos.
- Ask this
- What changed the team's priorities last quarter, and how often does that happen?
- It often means (our read)
- Small team, blurry scope. You may cover the gaps.
- Ask this
- What would I own in my first 90 days, and what's not my job?
- It often means (our read)
- The degree may still be the real filter.
- Ask this
- How many people on this team were hired without a degree?
- It often means (our read)
- Often a wish list. The must-haves are usually a few items.
- Ask this
- Which of these requirements matter most in the first six months?
- It often means (our read)
- The title and the bar don't match.
- Ask this
- What level is this role at internally, and what does the next level look like?
- It often means (our read)
- Light onboarding. You'll find your own direction.
- Ask this
- What does onboarding look like in the first month?
- It often means (our read)
- The strategy or the role isn't fully defined yet.
- Ask this
- Who sets priorities for this role, and how are they communicated?
- It often means (our read)
- The job is still being designed.
- Ask this
- How will success in this role be measured at six months?
- It often means (our read)
- Frequent deadlines, or a team that's stretched.
- Ask this
- What's the busiest stretch of the year like for this team?
- It often means (our read)
- Long hours, with a social culture to match.
- Ask this
- What does a normal week look like in hours?
- It often means (our read)
- Loyalty is expected, and boundaries can blur.
- Ask this
- How does the team handle after-hours messages?
- It often means (our read)
- Real flexibility, or always on.
- Ask this
- Are there core hours? How fast do people expect replies?
- It often means (our read)
- In-office days may be set by the team, and can change.
- Ask this
- How many days a week is the team in, and is that changing?
- It often means (our read)
- No accrued balance. What matters is what people actually take.
- Ask this
- How many days off did people on the team take last year?
- It often means (our read)
- Expectations are high and vague.
- Ask this
- What does great performance look like in this role?
- It often means (our read)
- A copied wish list. Two or three tools are the real core.
- Ask this
- Which of these tools does the team use every day?
- It often means (our read)
- Lots of stakeholders and decisions by consensus.
- Ask this
- How many teams would I work with in a typical week?
- It often means (our read)
- A backfill or a rushed process.
- Ask this
- Why is this role open right now?
- It often means (our read)
- Hard to fill, or not being actively hired for.
- Ask this
- Is this role actively interviewing right now, and how many rounds are left?
- It often means (our read)
- Usually standard catch-all wording. A concern only if the list of other duties is long.
- Ask this
- What took up most of the last person's time?
| If the post says | It often means (our read) | Ask this |
|---|---|---|
| Fast-paced environment | Priorities shift often. That can be momentum or chaos. | What changed the team's priorities last quarter, and how often does that happen? |
| Wear many hats | Small team, blurry scope. You may cover the gaps. | What would I own in my first 90 days, and what's not my job? |
| Bachelor's degree or equivalent experience | The degree may still be the real filter. | How many people on this team were hired without a degree? |
| 5+ years of experience required | Often a wish list. The must-haves are usually a few items. | Which of these requirements matter most in the first six months? |
| Entry-level (3+ years required) | The title and the bar don't match. | What level is this role at internally, and what does the next level look like? |
| Self-starter | Light onboarding. You'll find your own direction. | What does onboarding look like in the first month? |
| Comfortable with ambiguity | The strategy or the role isn't fully defined yet. | Who sets priorities for this role, and how are they communicated? |
| Evolving or fluid role | The job is still being designed. | How will success in this role be measured at six months? |
| Thrives under pressure | Frequent deadlines, or a team that's stretched. | What's the busiest stretch of the year like for this team? |
| Work hard, play hard | Long hours, with a social culture to match. | What does a normal week look like in hours? |
| We're like a family | Loyalty is expected, and boundaries can blur. | How does the team handle after-hours messages? |
| Flexible hours | Real flexibility, or always on. | Are there core hours? How fast do people expect replies? |
| Hybrid | In-office days may be set by the team, and can change. | How many days a week is the team in, and is that changing? |
| Unlimited PTO | No accrued balance. What matters is what people actually take. | How many days off did people on the team take last year? |
| Rockstar, ninja or superstar | Expectations are high and vague. | What does great performance look like in this role? |
| Proficient in (a long tool list) | A copied wish list. Two or three tools are the real core. | Which of these tools does the team use every day? |
| Highly collaborative | Lots of stakeholders and decisions by consensus. | How many teams would I work with in a typical week? |
| Immediate start or urgently hiring | A backfill or a rushed process. | Why is this role open right now? |
| Posted 30+ days ago, or reposted often | Hard to fill, or not being actively hired for. | Is this role actively interviewing right now, and how many rounds are left? |
| Other duties as assigned | Usually standard catch-all wording. A concern only if the list of other duties is long. | What took up most of the last person's time? |
Read any posting in 4 steps
This takes about five minutes per posting. These steps are our recommendation, built on the findings above.
- Highlight the phrases. Mark anything that's vague, sounds like pressure, or makes you hesitate to apply.
- Split the requirements in two. Must-haves are usually the first few items or anything the job can't be done without. Everything else is nice-to-have.
- Apply if you meet most of the must-haves. Employers in Indeed's survey said about 70% of the list was enough to be considered. Don't rule yourself out on the nice-to-haves.
- Turn every highlight into a question. Use the decoder's "Ask this" column, and bring the questions to your recruiter screen.
Role: [title] at [company] Link: [posting URL] Phrases I highlighted: 1. [phrase]: what I think it means / what I'll ask 2. [phrase]: what I think it means / what I'll ask 3. [phrase]: what I think it means / what I'll ask Must-haves I meet: [list] Must-haves I don't meet yet: [list] Nice-to-haves: [list] Apply? [yes / no] Why: [one line]
1. Which of the listed requirements matter most in the first six months? 2. What would I own in my first 90 days? 3. Why is this role open right now? 4. How many days a week is the team in the office, and is that changing? 5. What does great performance look like in this role?
Pick the 2 or 3 that match the phrases you highlighted. Five questions on a 20-minute screen is a lot.
Some phrases are just boilerplate
Not every phrase is a signal. "Other duties as assigned", equal-opportunity statements and "strong communication skills" show up in most postings. One pressure phrase on its own means little. A cluster is what's worth asking about: fast-paced plus many hats plus thrives under pressure, together with a vague scope or a posting that keeps coming back.
The goal isn't to talk yourself out of applying. It's to show up to the screen with sharper questions than the other candidates, and to find out early whether the job is what the posting says.
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Browse AI jobsSources
- 1.Report: What's stopping job seekers from applying to your jobs?Indeed · Sep 27, 2021 · Survey of 500 U.S. job seekers plus employers (employer sample size not given).
- 2.Skills-Based Hiring: The Long Road from Pronouncements to PracticeBurning Glass Institute and Harvard Business School Project on Managing the Future of Work (Sigelman, Fuller and Martin) · Feb 2024 · 11,300 roles at large U.S. firms. Figures quoted from the full report PDF.
Facts last checked Oct 23, 2026. Vendor surveys are labelled as such, and our own recommendations are marked as ours. Spot something out of date? Tell us.