AI Jobs in the UAE for Indian Professionals (2026): What Employers Pay For and What They Don't

Category: AI Trends

By Garage Labs Team

AI (Artificial Intelligence) jobs in the UAE (United Arab Emirates) rest on three very different kinds of evidence: what PwC measured in job postings, what the government announced, and what recruiters claim. This guide keeps them apart, shows which roles and skills the sources do and do not support, and gives Indian professionals a way to read the signals and check a job post.

3.2%, 5,000 and Dh45,000 a month are three numbers now being shared about AI (Artificial Intelligence) jobs in the UAE (United Arab Emirates), and they come from three different kinds of source: a measurement, an announcement and a recruiter's claim. Only the first is a measurement. (Dh is the abbreviation for the UAE dirham.)

What do UAE employers pay for in AI? The best-evidenced answer is applied AI skills inside ordinary jobs. In an analysis of UAE job postings by PwC (PricewaterhouseCoopers), roles that use AI tools make up most AI-related demand, the share of postings requiring AI skills rose from 1.0% in 2021 to 3.2% in 2025, and the advertised pay gap between AI and non-AI postings runs from 8% in consumer markets to 92% in financial services. The salary figures aimed at Indian professionals are a recruiter's claim from July 2025, not a survey.

If you only remember one line from this guide, make it this: a measurement tells you what employers advertised, an announcement tells you what a government intends, and a recruiter's quote tells you what one recruiter says, so never let one kind of number stand in for another.

Six questions Indian professionals ask about AI jobs in the UAE (quick answers)

A scene you will recognise

This is an illustrative scenario, not a real person. A product manager (PM) with nine years of experience in Pune gets three forwards in one week. A newspaper headline says AI skills can earn up to 92% higher pay in the UAE. A news alert says Dubai's AI campus is targeting 5,000 jobs by 2030. A recruiter's post says Indian professionals earn up to Dh45,000 a month. She opens a spreadsheet called "Dubai move" and types the three numbers into one column.

The column is the mistake. The first number compares advertised pay between two groups of postings inside one sector. The second is a target for jobs at one campus by 2030. The third is a quote from a recruiter about the top of a range. None of them is a salary offer for her, and none says her skills would be wanted. The rest of this guide shows how to sort them, so the spreadsheet ends up with one column for each kind of evidence.

Three kinds of evidence, kept apart

Everything here was read on 4 November 2026 from the pages listed under sources. Each section below uses one of three labels, and the labels are not interchangeable.

KindWho said it, and whenWhat it saysWhat it can supportWhat it cannot support
MeasuredPwC, 2026 AI Jobs Barometer, UAE analysis, 17 June 2026, using job-posting data from LightcastShare of UAE postings requiring AI skills, 1.0% (2021) to 3.2% (2025); about 12,200 such postings in 2025; advertised pay gap by sector; user roles versus developer rolesThat AI skills are asked for more often, and in which sectorsHiring numbers, pay actually received, job titles, or anything about Indian candidates
AnnouncedUAE and Dubai authorities, as reported by The National on 26 October, 2 November and 18 May 2026A Dubai AI Campus target of more than 1,000 AI companies and over 5,000 highly skilled jobs by 2030; a plan to train 80,000 federal government workers in AI agents; a Dh9 million government challengeThe direction of public policy and investmentWhether a target is met, whether the jobs are open to you, what they pay, or what the private sector will do
ClaimedCareernet Group, an Indian talent solutions firm, speaking to Khaleej Times, 21 July 2025Up to Dh45,000 a month for mid- to senior-level AI, digital and emerging-industry roles; usually Dh25,000 to Dh45,000 for technology, digital or product roles; two to three times Indian payOne recruiter's view of its own marketA typical pay level, a salary for your role, or anything that is current in November 2026

What PwC measured

The data, and what counts as an AI job

PwC's 2026 Global AI Jobs Barometer analyses over one billion job advertisements from 27 countries, using posting data from Lightcast. Its UAE analysis is dated 17 June 2026. PwC counts a posting as an AI job if it explicitly requires AI skills. Its global definition lists technical skills such as machine learning, deep learning, natural language processing, computer vision and AI model deployment.

For the UAE, PwC splits AI-related postings into two types, and the split matters later in this guide. AI user roles require AI literacy and applied AI skills. AI developer roles require advanced AI skills.

Two limits apply to every number below. A posting is an advertisement, not a hire: PwC does not count people, filled vacancies or salaries paid. And the data covers advertised roles, so work that is never advertised is invisible to it.

Demand: from 1.0% to 3.2%

Measure (UAE unless stated)FigureSource of the figure
Share of postings requiring AI skills, 20211.0%PwC
Share of postings requiring AI skills, 20253.2% (up 2.2 percentage points)PwC
Postings requiring AI skills, 2021about 4,600PwC chart
Postings requiring AI skills, 2025about 12,200PwC chart
Increase in such postings, 2024 to 2025around 2,700PwC text
Count in 2025 compared with 2021about 2.7 timesOur arithmetic on PwC's rounded labels
Share in 2025 compared with 20213.2 timesOur arithmetic on PwC's rounded shares
Average share across PwC's 27-country sample1.8% (2021) and 3.2% (2025)PwC
Rank by share of postings requiring AI skills, among 27 countries21st (2021) to 13th (2025)PwC

Read the last two rows together. In 2021 the UAE sat below the average of PwC's sample, at 1.0% against 1.8%. In 2025 it is level with the average at 3.2%. PwC describes the UAE as one of the fastest-growing AI talent markets and as ahead of several economies, including the United States, United Kingdom, Germany and France. That is a fair reading of a fast climb. It does not make the UAE an outlier by level.

A rising share on a shrinking total

PwC's text says that total job postings in the UAE have declined since 2023 in every AI-exposure group, with both the most and the least exposed groups at around 0.85 postings for every one in 2021. From 2024 to 2025, postings requiring AI skills rose by around 2,700, to about 12,200 (PwC's chart labels).

So the 3.2% reflects two things at once: more postings asking for AI skills, and fewer postings overall. PwC does not explain the fall in total postings, and we do not guess. For a job seeker the practical point is that a rising share of a smaller market is not the same as many more openings.

The comparison most UAE articles leave out

In the same PwC report, India's share of postings requiring AI skills rose from 4.4% in 2021 to 8.1% in 2025, and China's from 5.2% to 6.4%. The UAE's 3.2% is below both. PwC warns that for countries such as India and China, the high share may partly reflect data limitations, because informal labour demand may not be fully captured in postings.

Even with that caution, nothing in PwC's data says AI skills are asked for more often in UAE postings than in Indian ones. For an Indian professional the useful question is therefore not "is AI work available in India?" but "is there a specific reason to look in the UAE?" A sector, an employer, a role or a stage of life can be a good reason. The headline growth rate alone is not.

User roles and developer roles

PwC finds that UAE AI job demand is dominated by user roles. In 2025, user roles grew by around 2,400 and by 28%, and developer roles by 290 and by 26.6%. By sector, technology, media and telecoms (TMT) has the highest share of developer roles among its AI postings, at 18.2%, while government and public sector and consumer markets have the highest shares of user roles. PwC's reading is that UAE postings focus more on applying AI than on building it.

TMT also has the highest share of postings requiring AI skills, at nearly 10% according to PwC's summary page. Every sector recorded growth in 2025.

What PwC does not publish is the job titles inside either group. A user role could be an analyst who prompts a model, an operations lead who uses an AI tool every day, or a product manager who specifies an AI feature. The report does not say, and so neither can this guide.

Pay: what the 92% is

Sector (UAE, 2025)Advertised pay gap, AI postings versus non-AI postings in the same sector
Financial services92%
Technology, media and telecoms50%
Manufacturing47%
Professional services21%
Energy, utilities and resources18%
Consumer markets8%

PwC left government and public sector and health industries out of the UAE pay chart because too few postings carried valid salary information. Newspaper coverage on 7 July 2026, in Gulf News and Khaleej Times, led with the 92%. Here is what the number is.

Skills: what is changing

PwC reports that in the UAE the most AI-exposed occupations added an average of 77 new skills per occupation between 2021 and 2025, against 22 for the least exposed, which is about 3.5 times as many. In PwC's definition, a new skill is one mentioned more than 10 times in an occupation's postings in 2025 and five or fewer times in 2021. PwC also gives a skill-change score of 7.22 for the UAE's most exposed occupations, against a global figure of 4.47 for the same group. Here exposure means how much of a job involves tasks in which AI has capabilities.

Read this as "job descriptions in exposed occupations are changing quickly", not as a reading list. PwC does not publish the skills themselves. It also notes, in its global pay discussion, that basic AI skills such as prompt engineering may not be listed in postings at all, so postings can undercount them.

What PwC does not say

What the UAE announced

26 October: a target for the Dubai AI Campus

On 26 October 2026, at the opening of the two-day Dubai AI Festival, Sheikh Hamdan bin Mohammed, Crown Prince of Dubai, approved a new target for the Dubai Artificial Intelligence Campus: to attract more than 1,000 AI companies and create over 5,000 highly skilled jobs by 2030, according to the emirate's media office as reported by The National. The campus is at the Dubai International Financial Centre (DIFC). In a post on X, Sheikh Hamdan said the campus had already attracted more than 500 specialised companies and over Dh1 billion in investment, reaching its earlier targets two years ahead of schedule.

A target is not a count of vacancies. The article calls them highly skilled jobs and gives no breakdown by role, pay or where the staff will come from. It also does not say whether the jobs are AI-skill jobs in PwC's sense. The campus target and PwC's 12,200 postings measure different things, jobs created at one campus by a date and advertisements across the whole economy in one year, so neither number should be divided by the other.

2 November and 18 May: training for federal government workers

On 2 November 2026, Sheikh Mohammed bin Rashid, Vice President of the UAE and Ruler of Dubai, launched the Annual Government Challenge for UAE Government employees and teams. Its first theme is agentic AI, meaning AI agents that can pursue goals with limited supervision. The top nine projects or teams will be honoured, with Dh9 million in prizes across three categories. The Minister of Cabinet Affairs said the next phase aims to deploy agentic AI assistants alongside employees.

The 2 November article also recalls a plan unveiled on 18 May 2026: to train 80,000 workers, from ministers to junior employees, in using AI agents, with the aim that half of government services are delivered by AI within two years. The plan has five training categories (leadership, technical skills, specialist roles, the general workforce and support for trainers), a digital learning platform for federal employees, and a phased start across ministries and federal departments. So the 80,000 figure is a May announcement restated in November, and it is a training plan for existing federal staff, not a hiring programme.

What an announcement can and cannot tell you

Read narrowly, the announcements show where the UAE government and Dubai want to go: more AI companies in Dubai, and public servants who can work with AI agents. The articles say nothing about Indians, expatriates, the private sector or salaries.

Read more broadly, which is our inference and not the articles' claim, the training plan points the same way as PwC's finding that government and public sector postings lean towards user roles. PwC's data also shows government and public sector as only 1.3% of all UAE postings, the smallest share of any sector. A signal of direction is useful. It is not a pool of openings.

What recruiters claim

On 21 July 2025, Khaleej Times quoted Anshuman Das, chief executive officer (CEO) and co-founder of Careernet Group, an Indian talent solutions firm. According to that article, Indian professionals in mid- to senior-level roles in AI, digital and other emerging industries earn up to Dh45,000 a month in the UAE. Monthly pay for technology, digital or product roles usually ranges from Dh25,000 to Dh45,000, depending on role and seniority. Indian technology professionals typically earn two to three times what they would in India. The article cites no survey, sample size or method, and it is more than 15 months old.

That is a claim, not a survey. It may be a fair description of the roles Careernet fills. It is not evidence of what AI roles typically pay, for four reasons.

The same article lists perks it says employers often offer: housing allowances, medical insurance and education benefits for families, plus relocation support and performance bonuses. Whether a given offer includes any of them is a question for the offer letter. Das also named skill areas he says are in demand, including data science, AI and machine learning, cloud computing, cybersecurity, digital finance, Web3 and semiconductor engineering, and said candidates with startup or consulting backgrounds are sought after. Treat these as a recruiter's view of its own clients. PwC's analysis does not break out those skill families.

Which roles and skills the sources support, and which they do not

Role or skillWhat the sources sayKind of evidence
Applying AI tools inside an existing job (analyst, operations, finance, marketing, product)PwC: user roles are most UAE AI-related postings and grew about 28% in 2025. Job titles are not publishedMeasured, no titles
Building AI systems (machine learning, data science, engineering)PwC: developer roles are fewer, grew 26.6% (290 roles) in 2025 and are concentrated in TMT. Careernet names AI and machine learning and data science as in demandMeasured (smaller group) plus a claim
AI skills in financial servicesPwC: the largest advertised pay gap, 92%, in one 2025 snapshotMeasured, one sector
AI skills in technology, media and telecomsPwC: the highest share of postings requiring AI skills (nearly 10%) and a 50% advertised pay gapMeasured
AI product managementNo source we read names AI product manager roles. Careernet's range mentions "product roles" without saying AINot supported
Cloud, cybersecurity, Web3, semiconductorsNamed by a recruiter onlyClaim only
Certificates and course completionNo source measures whether employers pay more for them. PwC measures skills named in postingsNot supported
Specific tools or prompt skillsPwC does not publish skill names, and notes basic skills may not be listed in postingsNot supported

The honest summary: for an Indian professional with several years of experience in a non-AI role, the verified evidence supports one narrow idea, that UAE employers are asking for applied AI skills in a growing share of postings across every sector. It does not tell you which job to apply for, what that job pays, or whether the employer wants someone who relocates.

What employers appear to pay for, and what the sources do not show them paying for

What the measured evidence points to:

What the sources do not show employers paying for:

How an Indian professional can read these signals

  1. Separate the columns. Make a sheet with one column each for Measured, Announced and Claimed, and a fourth for Your own evidence. Put PwC's numbers in the first, the campus and training plans in the second, the recruiter's range in the third. The fourth is filled from real postings, in step 4.
  2. Decide which tier you are aiming for. Use PwC's two types as a first sort. Will you apply AI inside a workflow you already know (user), or build, evaluate and deploy AI systems (developer)? Most of the measured demand is user demand. Many experienced professionals will find their strongest case there, because domain knowledge is what they already have.
  3. Choose the sector on purpose. Advertised pay gaps run from 8% to 92% by sector. If your experience is in financial services, TMT or manufacturing, the three sectors with the largest advertised gaps, that experience may be worth more to an employer than a new title. This is a reason to look closely at those sectors. It is not a promise about any offer.
  4. Collect 20 postings from employers' own careers pages and tag each one. The brief below turns that into a table in minutes.
  5. Compare offers in total terms. Base pay, housing, medical cover, family education, relocation and bonus are the items the recruiter in the 2025 article lists. Ask for each in writing.
  6. Test the claim against your own number. Apply "two to three times" to your current salary, then ask the employer for the range for the actual role. If the two numbers are far apart, believe the employer's.

Brief your AI assistant to sort the postings

An AI assistant can do the tagging, but you supply the rules and read the result. Use public postings only. Do not paste anything confidential, and do not paste your own personal details.

I will paste 20 public job postings for AI-related roles in the UAE.
For each posting, return one row in a table with these columns:
1. Employer and sector (use PwC's sector names: financial services, technology media and
 telecoms, manufacturing, professional services, energy utilities and resources, consumer
 markets, health industries, government and public sector).
2. Type: AI user (applies AI tools in the job), AI developer (builds or deploys AI systems),
 or neither. Quote the phrase from the posting that justifies your choice.
3. Years of experience asked for, exactly as written.
4. Pay as stated in the posting, exactly as written. If none, write "not stated".
5. The AI tasks the posting names in the first 90 days. If it names none, write "none named".
6. Red flags: AI only in the title, no named team or product, no pay, a request for money.
Do not guess. If a posting does not say something, write "not stated".
Do not rank the jobs or tell me which to apply for.

Read the table against the postings yourself, especially the quoted phrases. Then count how many are user roles, how many name a real AI task and how many state pay. Those counts are your own evidence, and they matter more than any headline.

An illustrative job post, read line by line

This is an illustrative post, not a real company, and the table shows how to read the phrases.

Phrase in the illustrative postWhat it could meanWhat to ask
"AI Product Lead, Dubai"The title says AI, but the duties may notWhich AI feature or system will I own in the first 90 days, and how is it measured?
"Leverage AI to transform operations"A user role (applying tools), a developer role (building them) or neitherWhich tools, and is there a team that builds and evaluates them?
"10+ years of experience"A seniority screen, which may or may not be flexibleWhich requirements are essential and which are preferred?
"Competitive package"Pay is not statedWhat is the salary range, and what do housing, medical cover and bonus add?
"Join a fast-growing AI team"A company's description of itself, not a headcountHow large is the team, and who would I report to?

How to check a job post in ten questions

  1. Does the same role appear on the employer's own careers page, not only on a reposting site or in a message?
  2. What will you do with AI in the first 90 days? A named workflow, product or system is a good sign. "Leverage AI" is not an answer.
  3. Is it a user role or a developer role?
  4. Does the seniority match yours, in years and in scope (team size, budget, decisions)?
  5. Is pay stated? If not, ask for the range for this role before you spend interview time.
  6. What is in the package besides base pay? Ask for housing, medical cover, family education, relocation and bonus in writing.
  7. Which sector is it? Advertised pay gaps in PwC's data run from 8% to 92% by sector.
  8. How old is the post, and has it been reposted? A posting is an advertisement. An old one may not be a live vacancy.
  9. Does anyone ask you for money or sensitive documents before a written offer? Treat that as a red flag and stop.
  10. For permits, contracts, taxes and notice terms, what do official UAE sources say, and what does the written offer say? Do not rely on a recruiter's message for these.

When the signals mislead: symptom, cause, fix

SymptomLikely causeFix
You keep seeing "up to Dh45,000" and cannot find a post that pays itIt is the top of a recruiter's range for mid- to senior-level roles, quoted in July 2025Ask for the range for the specific role. Keep the claim out of your plan
Every post says "AI" but the duties read like reportingAI is used as a label, and user roles vary widelyAsk for an example of AI work the team shipped last quarter
Someone quotes "92%" for your roleThe 92% is the advertised pay gap in financial services postings, not your roleAsk which sector and which comparison the number comes from
A role matches your skills but asks for far more years than you haveA seniority screen, or a different job in disguiseAsk which requirements are essential, or look for roles at your stage
You cannot tell whether the post is realReposting, anonymous employers or an unclear sourceFind the role on the employer's own page and a named hiring contact

What to build before you apply

The measured evidence rewards applied skills, so build things an employer can inspect. None of this guarantees an interview. It gives you something specific to talk about.

For product managers, AI for Product Managers covers the working practice, and PM, AI PM and AI Design Interview Questions collects 141 reported questions to rehearse against. For a route in without a coding background, see How to Upskill in AI Without a Coding Background and Learn AI in 2026. For leaders deciding where AI belongs in a team, there is AI for Business Leaders, and for the wider picture, AI Trends 2026.

Three things to know before you rely on this guide

The numbers, graded

NumberKindSource and dateWhat it isWhat it is not
1.0% to 3.2%MeasuredPwC, 17 June 2026Share of UAE postings requiring AI skills, 2021 to 2025A count of jobs or hires
About 12,200MeasuredPwC, 17 June 2026UAE postings requiring AI skills in 2025People employed in AI
21st to 13thMeasuredPwC, 17 June 2026UAE rank by share of such postings among 27 countriesA claim that AI work is easier to find in the UAE than elsewhere
92%, 50%, 47%, 21%, 18%, 8%MeasuredPwC, 17 June 2026Advertised pay gap, AI versus non-AI postings, by sector, 2025What a person earns for learning AI
User roles dominateMeasuredPwC, 17 June 2026The majority of UAE AI-related postings require applied AI skillsA list of job titles
More than 1,000 firms and over 5,000 jobs by 2030AnnouncedThe National, 26 October 2026A Dubai AI Campus targetA count of vacancies
80,000 workers; half of services in two yearsAnnouncedThe National, 18 May 2026, restated 2 November 2026A training plan and goal for federal governmentA hiring plan or anything about the private sector
Dh9 million, top nineAnnouncedThe National, 2 November 2026Prizes in a challenge for government employees and teamsA pay level
Up to Dh45,000 a month; two to three times IndiaClaimedCareernet via Khaleej Times, 21 July 2025One recruiter's description of mid- to senior-level rolesA survey, or a number for November 2026

What would change this guide

Four things would move it: a new edition of PwC's barometer, progress against the campus target, a published salary survey with a sample size and a method, and government data on hiring rather than training. We have no date for any of them. Until then, the rule is the one in the opening: keep measured, announced and claimed numbers in separate columns.

Frequently asked questions

Are AI jobs growing in the UAE?

By PwC's measure, yes. The share of UAE job postings requiring AI skills rose from 1.0% in 2021 to 3.2% in 2025, and the number of such postings rose from about 4,600 to about 12,200. PwC counts advertisements, not people hired.

How many AI jobs are there in the UAE?

No source we read gives a headcount. PwC counts postings that require AI skills: about 12,200 in 2025. A posting is an advertisement, so the figure says nothing about how many were filled or how many people work in AI roles.

Is the UAE hiring more people for AI?

Postings requiring AI skills rose by around 2,700 between 2024 and 2025, but PwC's text says total UAE postings have fallen since 2023. A rising share of a smaller market is not the same as many more openings.

What is the salary for AI jobs in the UAE?

We found no verified survey of UAE AI salaries, so this guide gives no salary range. PwC publishes percentage pay gaps by sector, not dirham salaries. The only dirham figures are a recruiter's claim from July 2025. Ask any employer for the range for the specific role.

Do AI skills really pay 92% more in the UAE?

In PwC's 2025 snapshot, financial services postings requiring AI skills advertised an average pay 92% above non-AI postings in the same sector. It is one sector, a comparison between two groups of postings, and PwC says high premiums often reflect talent shortages. The other sectors in PwC's chart run from 8% to 50%, with manufacturing at 47%.

Which sectors in the UAE hire most for AI?

Technology, media and telecoms has the highest share of postings requiring AI skills, at nearly 10%, according to PwC. Every sector recorded growth in 2025. Energy, utilities and resources and professional services are the largest sources of all postings, at 19.4% and 16.7%, which is different from being the largest sources of AI postings.

Can an Indian professional earn two to three times more in the UAE?

A recruiter, Careernet Group, said so to Khaleej Times in July 2025 about technology, digital, engineering and consulting professionals. It is a claim without a survey behind it. Whether it holds for you depends on your current salary, the role and the offer, so test it against a written offer rather than a headline.

What is the Dubai AI Campus target?

Dubai's Crown Prince approved a target on 26 October 2026 to attract more than 1,000 AI companies and create over 5,000 highly skilled jobs by 2030. The campus is at the Dubai International Financial Centre and, per the same report, has already attracted more than 500 specialised companies and over Dh1 billion in investment.

Does the plan to train 80,000 workers create jobs for Indian professionals?

The sources do not say so. It is a plan, announced on 18 May 2026 and restated on 2 November, to train 80,000 federal government workers in using AI agents, aiming for half of government services to be delivered by AI within two years. The coverage says nothing about hiring, expatriates or the private sector.

Are there AI product manager jobs in the UAE?

The sources we read do not name AI product manager roles. PwC does not publish job titles, and the recruiter's range mentions "product roles" without saying AI. That does not mean there are none. It means this guide cannot show you evidence of demand, and you should check real postings.

Do I need a certificate to get an AI job in the UAE?

No source we read measures whether employers pay more for certificates. PwC measures skills named in postings. Build things you can show, such as an applied workflow, an evaluation sheet and a cost and risk note, and read each posting for what it actually asks for.

How do I check whether an AI job post is real and worth my time?

Find the role on the employer's own careers page, ask what AI work you would do in the first 90 days, ask for the pay range and package in writing, check whether it is a user or a developer role, and treat any request for money or sensitive documents before a written offer as a red flag. For permits, contracts and taxes, use official UAE sources.

Does this guide give visa or immigration advice?

No. It gives no visa, immigration, tax or legal advice. Rules change and depend on your situation, so check official UAE sources, starting with the national portal u.ae, and the written terms of any offer.

Build something an employer can inspect, with us

If you have 5 or more years of experience and want to move from using AI to building with it, the Applied AI Practitioner Program covers an AI product copilot, a RAG (Retrieval-Augmented Generation) knowledge assistant with citations, an autonomous research agent, an evaluation harness and a capstone, taught through live sessions and build labs. See the programme page for the current schedule and details.

The programme expects that level of experience, so it is not the right start for everyone reading this guide. If you are earlier in your career, begin with Learn AI in 2026 and How to Upskill in AI Without a Coding Background. Wherever you start, the free AI readiness quiz is a quick way to see where you are, and the Garage Labs community is where we share each new guide. No course, ours included, can promise a job, a salary or a move to the UAE.

Found this useful? Share it with someone who needs it. Visit garagelabstech.com and follow Sumit Kumar Singh for more on LinkedIn.

Sources and further reading

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