{"course":{"slug":"ai-careers","title":"Working in AI","url":"https://addaly.com/learn/ai-careers","level":"beginner","track":"work"},"lesson":{"slug":"the-ladder-and-the-levels","title":"Levels, titles, and why \"senior\" means nothing on its own","url":"https://addaly.com/learn/ai-careers/the-ladder-and-the-levels","position":9,"of":85,"minutes":8,"answer":"Levels are set by how much ambiguity you absorb and how far your work travels, so negotiate the level rather than the salary and read adverts for scope rather than titles.","keyIdea":"Levels are set by how much ambiguity you absorb and how far your work travels, so negotiate the level rather than the salary and read adverts for scope rather than titles."},"body":{"format":"markdown","text":"## Two vocabularies, and only one of them is real\n\nEvery company has a **title** it prints on your email signature and a **level** it uses internally for pay, promotion and headcount. Titles are marketing. Levels are the machinery.\n\nLarge technology companies run numbered ladders: L3, L4, L5, or SDE I, II, III, or IC1 through IC6. Banks and insurers run grades. Consultancies run analyst, consultant, manager, principal. Start-ups often run nothing at all and hand out titles at hiring time because a title is free and salary is not.\n\nThe consequence is that a Senior Data Scientist at a thirty-person company and a Data Analyst II at a bank may be doing identical work, and the bank's analyst may have more responsibility. Neither title tells you anything until you know the scope behind it.\n\n## What actually separates levels\n\nNot years. Not tools. Not how many algorithms you can name. Levels are defined by **how much ambiguity you absorb** and **how far the consequences of your work travel**.\n\n- **Junior.** Given a well-defined task, you produce a correct result and say when you are stuck. Somebody else decided what to do and reviews what you did.\n- **Mid.** Given a problem, you choose the approach, do it, and finish it without supervision. You are trusted to notice when the approach is wrong halfway through.\n- **Senior.** Given a vague area, you define the problem, get other people to agree it is the right problem, and deliver something that keeps working after you stop looking at it. Much of your output is other people's changed behaviour.\n- **Staff or principal.** You change what the organisation works on. You are measured on decisions avoided as much as work done.\n\nNotice that only the first level is about producing correct code or correct numbers. Everything above it is about deciding what should be produced. That is why people plateau at mid-level with excellent technical skills, and why the fix is never another framework.\n\n> Figure: What actually separates levels. Layers, top to bottom: Staff or principal: changes what the organisation works on (measured on decisions avoided as much as work done); Senior: given a vague area, defines the problem and gets agreement (output is largely other people's changed behaviour); Mid: given a problem, chooses the approach and finishes without supervision (trusted to notice halfway through that the approach is wrong); Junior: given a well-defined task, produces a correct result and says when stuck (somebody else decided what to do and reviews it). Only the first layer is about producing correct code or correct numbers. Everything above it is about deciding what should be produced, which is why people plateau at mid-level with excellent technical skills.\n\n## The manager fork is a fork, not a step\n\nAt roughly senior level most organisations offer two paths: keep building, or manage people. They are not up and further up. They are different jobs with different daily content (one-to-ones, hiring, performance conversations, planning) and the skill overlap is smaller than people expect.\n\nTwo things worth knowing before you take the fork. First, many companies pay the individual-contributor track and the management track equivalently for several levels, so managing is not a raise. Second, returning is possible but costs you time: a manager who stops writing code for three years and goes back typically re-enters a level below where they left.\n\n## Title inflation, and what it costs later\n\nSmall companies inflate titles because a title has no cash cost. A twenty-person start-up will happily call a person with three years of experience Head of Data.\n\nThis is fine right up until you apply somewhere else. Two things then happen. A large employer maps you to its own ladder using scope, not your title, and frequently offers you a level below what your title implied: this is called down-levelling, and it is routine, not an insult. Worse, an inflated title on a CV invites interviews for jobs that expect the scope the title claims, and those interviews end badly for everybody.\n\nThe same effect runs across markets. Moving from a services firm to a product company, or from one country to another, usually costs a level, because scope in the new place is measured differently. Expect it and it stops feeling personal.\n\n## Two practical uses\n\n**When reading an advert**, translate the responsibilities into the ambiguity ladder above and ignore the title. \"Partner with stakeholders to define measurement strategy\" is senior scope whatever the header says. \"Build reports according to specification\" is junior scope even if the header says Senior Analyst. Apply to the scope you can actually hold, plus one step.\n\n**When negotiating**, negotiate the level first. Salary bands are attached to levels, and a recruiter usually cannot move you far inside a band but can sometimes place you at the next one. Asking \"which level is this role, and what distinguishes it from the one above?\" is a normal question, it signals that you understand how the company works, and the answer tells you your realistic ceiling before you spend two weeks on interviews."},"check":{"question":"Daniel has been Head of Data at a twenty-five person start-up for two years, managing nobody and building dashboards and pipelines himself. A 4,000-person company interviews him and offers a role at their mid-level engineer grade. What is the most accurate reading?","options":[{"text":"The offer is an insult and he should decline and hold out for a leadership title.","correct":false,"tempting":"Treats down-levelling as a judgement of worth rather than the routine mapping of scope onto a ladder he has not previously been measured against."},{"text":"The company is mapping his actual scope (individual delivery, no organisational influence) onto its own ladder, which is normal, and the useful question is what distinguishes that grade from the one above it.","correct":true},{"text":"He was underpaid at the start-up and the new grade proves it.","correct":false,"tempting":"Conflates level with pay; the two are related but the grade is set by scope, and the start-up may well have paid him more."},{"text":"He should ask to skip the grade because he already held a head-of title.","correct":false,"tempting":"Uses the title as the argument when the ladder is explicitly built to ignore titles, so it will not persuade anybody in the loop."}]},"prev":{"slug":"choosing-a-lane","title":"Choosing a lane you can defend, and changing it later","url":"https://addaly.com/learn/ai-careers/choosing-a-lane"},"next":{"slug":"the-six-hour-week","title":"A year on six hours a week","url":"https://addaly.com/learn/ai-careers/the-six-hour-week"},"authorship":"Founder and series editor: Dr Mustafa Mun. Written by AI models to a written standard. Exam keys checked blind by a second model: 3,665 of 3,666 agreed. Academic review invited.","review":{"status":"Draft, open for academic review"},"cite":"Addaly (2026) 'Levels, titles, and why \"senior\" means nothing on its own', in Working in AI. Edited by M. Mun. Addaly. Available at: https://addaly.com/learn/ai-careers/the-ladder-and-the-levels (Accessed: 13 October 2026).","licence":{"name":"CC BY-NC-SA 4.0","url":"https://creativecommons.org/licenses/by-nc-sa/4.0/"},"reader":{"schema":1,"title":"Levels, titles, and why “senior” means nothing on its own","courseTitle":"Working in AI","module":{"index":1,"slug":"the-terrain","title":"The terrain: who hires, for what, and where you fit"},"answer":null,"keyIdea":"Levels are set by how much ambiguity you absorb and how far your work travels, so negotiate the level rather than the salary and read adverts for scope rather than titles.","hero":{"kind":"figure","figure":{"t":"figure","label":"Figure","figure":{"type":"stack","title":"What actually separates levels","layers":[{"label":"Staff or principal: changes what the organisation works on","detail":"measured on decisions avoided as much as work done"},{"label":"Senior: given a vague area, defines the problem and gets agreement","detail":"output is largely other people’s changed behaviour"},{"label":"Mid: given a problem, chooses the approach and finishes without supervision","detail":"trusted to notice halfway through that the approach is wrong"},{"label":"Junior: given a well-defined task, produces a correct result and says when stuck","detail":"somebody else decided what to do and reviews it"}],"caption":"Only the first layer is about producing correct code or correct numbers. Everything above it is about deciding what should be produced, which is why people plateau at mid-level with excellent technical skills."},"alt":"Figure: What actually separates levels. Layers, top to bottom: Staff or principal: changes what the organisation works on (measured on decisions avoided as much as work done); Senior: given a vague area, defines the problem and gets agreement (output is largely other people’s changed behaviour); Mid: given a problem, chooses the approach and finishes without supervision (trusted to notice halfway through that the approach is wrong); Junior: given a well-defined task, produces a correct result and says when stuck (somebody else decided what to do and reviews it). Only the first layer is about producing correct code or correct numbers. Everything above it is about deciding what should be produced, which is why people plateau at mid-level with excellent technical skills."}},"blocks":[{"t":"h2","id":"two-vocabularies-and-only-one-of-them-is-real","runs":[{"text":"Two vocabularies, and only one of them is real"}]},{"t":"p","runs":[{"text":"Every company has a "},{"text":"title","b":true},{"text":" it prints on your email signature and a "},{"text":"level","b":true},{"text":" it uses internally for pay, promotion and headcount. Titles are marketing. Levels are the machinery."}]},{"t":"p","runs":[{"text":"Large technology companies run numbered ladders: L3, L4, L5, or SDE I, II, III, or IC1 through IC6. Banks and insurers run grades. Consultancies run analyst, consultant, manager, principal. Start-ups often run nothing at all and hand out titles at hiring time because a title is free and salary is not."}]},{"t":"p","runs":[{"text":"The consequence is that a Senior Data Scientist at a thirty-person company and a Data Analyst II at a bank may be doing identical work, and the bank’s analyst may have more responsibility. Neither title tells you anything until you know the scope behind it."}]},{"t":"h2","id":"what-actually-separates-levels","runs":[{"text":"What actually separates levels"}]},{"t":"p","runs":[{"text":"Not years. Not tools. Not how many algorithms you can name. Levels are defined by "},{"text":"how much ambiguity you absorb","b":true},{"text":" and "},{"text":"how far the consequences of your work travel","b":true},{"text":"."}]},{"t":"ul","items":[[{"text":"Junior.","b":true},{"text":" Given a well-defined task, you produce a correct result and say when you are stuck. Somebody else decided what to do and reviews what you did."}],[{"text":"Mid.","b":true},{"text":" Given a problem, you choose the approach, do it, and finish it without supervision. You are trusted to notice when the approach is wrong halfway through."}],[{"text":"Senior.","b":true},{"text":" Given a vague area, you define the problem, get other people to agree it is the right problem, and deliver something that keeps working after you stop looking at it. Much of your output is other people’s changed behaviour."}],[{"text":"Staff or principal.","b":true},{"text":" You change what the organisation works on. You are measured on decisions avoided as much as work done."}]]},{"t":"p","runs":[{"text":"Notice that only the first level is about producing correct code or correct numbers. Everything above it is about deciding what should be produced. That is why people plateau at mid-level with excellent technical skills, and why the fix is never another framework."}]},{"t":"h2","id":"the-manager-fork-is-a-fork-not-a-step","runs":[{"text":"The manager fork is a fork, not a step"}]},{"t":"p","runs":[{"text":"At roughly senior level most organisations offer two paths: keep building, or manage people. They are not up and further up. They are different jobs with different daily content (one-to-ones, hiring, performance conversations, planning) and the skill overlap is smaller than people expect."}]},{"t":"p","runs":[{"text":"Two things worth knowing before you take the fork. First, many companies pay the individual-contributor track and the management track equivalently for several levels, so managing is not a raise. Second, returning is possible but costs you time: a manager who stops writing code for three years and goes back typically re-enters a level below where they left."}]},{"t":"h2","id":"title-inflation-and-what-it-costs-later","runs":[{"text":"Title inflation, and what it costs later"}]},{"t":"p","runs":[{"text":"Small companies inflate titles because a title has no cash cost. A twenty-person start-up will happily call a person with three years of experience Head of Data."}]},{"t":"p","runs":[{"text":"This is fine right up until you apply somewhere else. Two things then happen. A large employer maps you to its own ladder using scope, not your title, and frequently offers you a level below what your title implied: this is called down-levelling, and it is routine, not an insult. Worse, an inflated title on a CV invites interviews for jobs that expect the scope the title claims, and those interviews end badly for everybody."}]},{"t":"p","runs":[{"text":"The same effect runs across markets. Moving from a services firm to a product company, or from one country to another, usually costs a level, because scope in the new place is measured differently. Expect it and it stops feeling personal."}]},{"t":"h2","id":"two-practical-uses","runs":[{"text":"Two practical uses"}]},{"t":"p","runs":[{"text":"When reading an advert","b":true},{"text":", translate the responsibilities into the ambiguity ladder above and ignore the title. “Partner with stakeholders to define measurement strategy” is senior scope whatever the header says. “Build reports according to specification” is junior scope even if the header says Senior Analyst. Apply to the scope you can actually hold, plus one step."}]},{"t":"p","runs":[{"text":"When negotiating","b":true},{"text":", negotiate the level first. Salary bands are attached to levels, and a recruiter usually cannot move you far inside a band but can sometimes place you at the next one. Asking “which level is this role, and what distinguishes it from the one above?” is a normal question, it signals that you understand how the company works, and the answer tells you your realistic ceiling before you spend two weeks on interviews."}]}],"check":{"question":[{"text":"Daniel has been Head of Data at a twenty-five person start-up for two years, managing nobody and building dashboards and pipelines himself. A 4,000-person company interviews him and offers a role at their mid-level engineer grade. What is the most accurate reading?"}],"options":[{"text":[{"text":"The offer is an insult and he should decline and hold out for a leadership title."}],"correct":false,"tempting":[{"text":"Treats down-levelling as a judgement of worth rather than the routine mapping of scope onto a ladder he has not previously been measured against."}]},{"text":[{"text":"The company is mapping his actual scope (individual delivery, no organisational influence) onto its own ladder, which is normal, and the useful question is what distinguishes that grade from the one above it."}],"correct":true,"tempting":null},{"text":[{"text":"He was underpaid at the start-up and the new grade proves it."}],"correct":false,"tempting":[{"text":"Conflates level with pay; the two are related but the grade is set by scope, and the start-up may well have paid him more."}]},{"text":[{"text":"He should ask to skip the grade because he already held a head-of title."}],"correct":false,"tempting":[{"text":"Uses the title as the argument when the ladder is explicitly built to ignore titles, so it will not persuade anybody in the loop."}]}],"order":[2,1,3,0],"why":null},"prev":{"slug":"choosing-a-lane","title":"Choosing a lane you can defend, and changing it later","minutes":8},"next":{"slug":"the-six-hour-week","title":"A year on six hours a week","minutes":8}}}