Anyone who’s had a hand in hiring and recruiting knows that finding the right person for the job is often difficult and expensive. Typically, organisations assess candidates using a combination of interviews and static tests, such as those that evaluate logical and verbal reasoning or behavioural traits. This process takes up significant time and resources.
Moreover, studies suggest that without careful structuring and design, these hiring methods can suffer from low validity and fail to correctly distinguish between candidates who will ultimately be successful on the job and those who will not.
The consensus is that the hiring process should be as close as possible to the experience of the actual job. This is why many organisations try to design interviewing protocols and written assessments that attempt to mirror on-the-job tasks.
For example, interviews for HR specialists should include scenarios that ask candidates how they would handle conflict between employees, while interviews with marketing professionals should include discussions of marketing decisions.
The technology is relatively nascent, and the vast majority of companies have not yet caught on to using AI for hiring in an optimal way
The problem is that asking candidates to imagine a scenario is a far cry from experiencing real workplace situations. Similarly, asking interviewers to roleplay a situation is unlikely to be realistic, as interviewers are not professional actors. All this limits how effective traditional hiring processes can be.
Despite substantial investments in AI, many companies struggle to identify optimal use cases for the technology. One use case may exist in the hiring process. AI-based simulations can put candidates in realistic and dynamic workplace scenarios that require real-time, on-the-spot decisions. Such simulations can achieve the goal of creating an interview environment that is credible and close to the job environment while avoiding the substantial time investment required from human interviewers.
How does this work? One example comes from Athena, a company that hires and trains executive assistants for clients who are entrepreneurs or executives. Its hiring process involves culling through thousands of applicants from several countries. On top of a battery of static tests on critical thinking, written communication and computer skills, Athena recently added AI simulations customised to the on-the-job tasks that executive assistants must perform.
These simulations include a chatbot that plays the part of a demanding new client, and one that exchanges emails with the candidate who’s been assigned the goal of organising an upcoming workplace event for a client. In another simulation, candidates are presented with an inbox and must decide how to respond to emails that range from a cancelled flight to a major business crisis.
These AI simulations not only administer scenarios but also evaluate the candidates’ output based on criteria such as critical thinking and attention to detail. For instance, in a preliminary sample of over 550 Athena candidates who did both the AI simulations and the static tests, 83.4 per cent of them were rejected by both tools.
Disagreements between the AI tools and the static tests could either mean that the AI or the static tests are mistaken. A company could test which instrument yields better outcomes by hiring candidates who passed either instrument, and subsequently tracking their performance on the job. It should be noted that all candidates did undergo one final interview with a human to ensure compatibility, which ended up practically never changing the original decision.
AI simulations can be tailored to all manner of business contexts, such as trading simulations for investor candidates, negotiation simulations for sales candidates, conflict simulations for HR candidates, and so on. Thus, at least theoretically, the applicability of AI in the hiring process is widespread.
Other well-known companies are incorporating AI into their hiring journeys, including Amazon, Unilever, Delta Airlines and Siemens, among others. These organisations use AI in various ways including for analysis of video interviews and candidate resumes.
In addition, new start-ups are providing AI as a service to larger firms to help them improve their hiring processes, be it by harnessing AI-powered interactive simulations to better assess a candidate’s skills or using the technology to provide personalised feedback and coaching to job seekers.
There are important pros and cons to incorporating AI simulations in the hiring process. To avoid painting an overly rosy picture, we will start with the cons:
Developing useful AI simulations requires precise knowledge of the types of scenarios and tasks a future employee would face in their job. This may sound obvious but, in our experience, it is not. Although most jobs have job descriptions, many leaders do not have a good enough grasp of the types of tasks of their employees perform on a regular basis.
Like any hiring method, AI simulations require ongoing monitoring and testing to ensure that introducing them into the hiring process leads to comparable outcomes relative to previous methods. The technology is relatively nascent, and the vast majority of companies have not yet caught on to using AI for hiring in an optimal way, which is both an opportunity and a constraint.
At this early point, it is very likely that creating AI simulations, building assessment criteria and establishing monitoring outcomes requires specialised AI capabilities that can be better provided by a third-party vendor rather than left to in-house employees. In other words, your company will have to open its hiring practices and partner with AI experts to implement this.
Having said this, there are also distinct advantages, such as versatility, cost savings, realism, explainability and accuracy.
AI simulations can be created and adjusted based on the needs of different companies and roles. They can reduce the necessity of humans to get involved in the hiring process until the final interview phase. This can save time and reduce the notoriously high costs of hiring. It holds the potential to mimic real-life situations that candidates would face as employees in a credible way. This can help with testing hard-to-measure soft skills.
AI simulations provide written explanations for each candidate that they reject or accept, creating a trail of arguments that can aid with retrospective analysis (and possible litigation concerns, should they arise).
These simulations should become more accurate over time as more and more candidates complete them. Moreover, this could potentially uncover talent that traditional assessments might miss, simply because people respond differently to static computerised tests vs. dynamic AI-based simulations, which are closer to real-life, on-the-job situations.
Few would dispute the broad potential of AI. However, it is a longer and more uncertain task to identify scalable use cases in organisations. At this early stage, hiring seems to be a promising one.
This article was first published in Insead Knowledge
Nadav Klein is an assistant professor of Organisational Behaviour at Insead
Eliot Gattegno is the Chief Learning Officer at Athena
BRIEF SCORES
England 353 and 313-8 dec
(B Stokes 112, A Cook 88; M Morkel 3-70, K Rabada 3-85)
(J Bairstow 63, T Westley 59, J Root 50; K Maharaj 3-50)
South Africa 175 and 252
(T Bavuma 52; T Roland-Jones 5-57, J Anderson 3-25)
(D Elgar 136; M Ali 4-45, T Roland-Jones 3-72)
Result: England won by 239 runs
England lead four-match series 2-1
UPI facts
More than 2.2 million Indian tourists arrived in UAE in 2023
More than 3.5 million Indians reside in UAE
Indian tourists can make purchases in UAE using rupee accounts in India through QR-code-based UPI real-time payment systems
Indian residents in UAE can use their non-resident NRO and NRE accounts held in Indian banks linked to a UAE mobile number for UPI transactions
THE SPECS
Engine: 1.5-litre, four-cylinder turbo
Transmission: seven-speed dual clutch automatic
Power: 169bhp
Torque: 250Nm
Price: Dh54,500
On sale: now
The specs
Engine: 3.8-litre, twin-turbo V8
Transmission: eight-speed automatic
Power: 582bhp
Torque: 730Nm
Price: Dh649,000
On sale: now
The specs
Engine: 2.0-litre 4-cylinder turbo
Power: 258hp from 5,000-6,500rpm
Torque: 400Nm from 1,550-4,000rpm
Transmission: Eight-speed auto
Fuel consumption: 6.1L/100km
Price: from Dh362,500
On sale: now
Ten tax points to be aware of in 2026
1. Domestic VAT refund amendments: request your refund within five years
If a business does not apply for the refund on time, they lose their credit.
2. E-invoicing in the UAE
Businesses should continue preparing for the implementation of e-invoicing in the UAE, with 2026 a preparation and transition period ahead of phased mandatory adoption.
3. More tax audits
Tax authorities are increasingly using data already available across multiple filings to identify audit risks.
4. More beneficial VAT and excise tax penalty regime
Tax disputes are expected to become more frequent and more structured, with clearer administrative objection and appeal processes. The UAE has adopted a new penalty regime for VAT and excise disputes, which now mirrors the penalty regime for corporate tax.
5. Greater emphasis on statutory audit
There is a greater need for the accuracy of financial statements. The International Financial Reporting Standards standards need to be strictly adhered to and, as a result, the quality of the audits will need to increase.
6. Further transfer pricing enforcement
Transfer pricing enforcement, which refers to the practice of establishing prices for internal transactions between related entities, is expected to broaden in scope. The UAE will shortly open the possibility to negotiate advance pricing agreements, or essentially rulings for transfer pricing purposes.
7. Limited time periods for audits
Recent amendments also introduce a default five-year limitation period for tax audits and assessments, subject to specific statutory exceptions. While the standard audit and assessment period is five years, this may be extended to up to 15 years in cases involving fraud or tax evasion.
8. Pillar 2 implementation
Many multinational groups will begin to feel the practical effect of the Domestic Minimum Top-Up Tax (DMTT), the UAE's implementation of the OECD’s global minimum tax under Pillar 2. While the rules apply for financial years starting on or after January 1, 2025, it is 2026 that marks the transition to an operational phase.
9. Reduced compliance obligations for imported goods and services
Businesses that apply the reverse-charge mechanism for VAT purposes in the UAE may benefit from reduced compliance obligations.
10. Substance and CbC reporting focus
Tax authorities are expected to continue strengthening the enforcement of economic substance and Country-by-Country (CbC) reporting frameworks. In the UAE, these regimes are increasingly being used as risk-assessment tools, providing tax authorities with a comprehensive view of multinational groups’ global footprints and enabling them to assess whether profits are aligned with real economic activity.
Contributed by Thomas Vanhee and Hend Rashwan, Aurifer
The Sand Castle
Director: Matty Brown
Stars: Nadine Labaki, Ziad Bakri, Zain Al Rafeea, Riman Al Rafeea
Rating: 2.5/5
How much do leading UAE’s UK curriculum schools charge for Year 6?
- Nord Anglia International School (Dubai) – Dh85,032
- Kings School Al Barsha (Dubai) – Dh71,905
- Brighton College Abu Dhabi - Dh68,560
- Jumeirah English Speaking School (Dubai) – Dh59,728
- Gems Wellington International School – Dubai Branch – Dh58,488
- The British School Al Khubairat (Abu Dhabi) - Dh54,170
- Dubai English Speaking School – Dh51,269
*Annual tuition fees covering the 2024/2025 academic year
COMPANY%20PROFILE
%3Cp%3E%3Cstrong%3ECompany%20name%3A%3C%2Fstrong%3E%20Clinicy%3Cbr%3E%3Cstrong%3EStarted%3A%3C%2Fstrong%3E%202017%3Cbr%3E%3Cstrong%3EFounders%3A%3C%2Fstrong%3E%20Prince%20Mohammed%20Bin%20Abdulrahman%2C%20Abdullah%20bin%20Sulaiman%20Alobaid%20and%20Saud%20bin%20Sulaiman%20Alobaid%3Cbr%3E%3Cstrong%3EBased%3A%3C%2Fstrong%3E%20Riyadh%3Cbr%3E%3Cstrong%3ENumber%20of%20staff%3A%3C%2Fstrong%3E%2025%3Cbr%3E%3Cstrong%3ESector%3A%3C%2Fstrong%3E%20HealthTech%3Cbr%3E%3Cstrong%3ETotal%20funding%20raised%3A%3C%2Fstrong%3E%20More%20than%20%2410%20million%3Cbr%3E%3Cstrong%3EInvestors%3A%3C%2Fstrong%3E%20Middle%20East%20Venture%20Partners%2C%20Gate%20Capital%2C%20Kafou%20Group%20and%20Fadeed%20Investment%3C%2Fp%3E%0A
APPLE IPAD MINI (A17 PRO)
Display: 21cm Liquid Retina Display, 2266 x 1488, 326ppi, 500 nits
Chip: Apple A17 Pro, 6-core CPU, 5-core GPU, 16-core Neural Engine
Storage: 128/256/512GB
Main camera: 12MP wide, f/1.8, digital zoom up to 5x, Smart HDR 4
Front camera: 12MP ultra-wide, f/2.4, Smart HDR 4, full-HD @ 25/30/60fps
Biometrics: Touch ID, Face ID
Colours: Blue, purple, space grey, starlight
In the box: iPad mini, USB-C cable, 20W USB-C power adapter
Price: From Dh2,099
WHEN TO GO:
September to November or March to May; this is when visitors are most likely to see what they’ve come for.
WHERE TO STAY:
Meghauli Serai, A Taj Safari - Chitwan National Park resort (tajhotels.com) is a one-hour drive from Bharatpur Airport with stays costing from Dh1,396 per night, including taxes and breakfast. Return airport transfers cost from Dh661.
HOW TO GET THERE:
Etihad Airways regularly flies from Abu Dhabi to Kathmandu from around Dh1,500 per person return, including taxes. Buddha Air (buddhaair.com) and Yeti Airlines (yetiairlines.com) fly from Kathmandu to Bharatpur several times a day from about Dh660 return and the flight takes just 20 minutes. Driving is possible but the roads are hilly which means it will take you five or six hours to travel 148 kilometres.
ESSENTIALS
The flights
Emirates, Etihad and Swiss fly direct from the UAE to Zurich from Dh2,855 return, including taxes.
The chalet
Chalet N is currently open in winter only, between now and April 21. During the ski season, starting on December 11, a week’s rental costs from €210,000 (Dh898,431) per week for the whole property, which has 22 beds in total, across six suites, three double rooms and a children’s suite. The price includes all scheduled meals, a week’s ski pass, Wi-Fi, parking, transfers between Munich, Innsbruck or Zurich airports and one 50-minute massage per person. Private ski lessons cost from €360 (Dh1,541) per day. Halal food is available on request.
The Uefa Awards winners
Uefa Men's Player of the Year: Virgil van Dijk (Liverpool)
Uefa Women's Player of the Year: Lucy Bronze (Lyon)
Best players of the 2018/19 Uefa Champions League
Goalkeeper: Alisson (Liverpool)
Defender: Virgil van Dijk (Liverpool)
Midfielder: Frenkie de Jong (Ajax)
Forward: Lionel Messi (Barcelona)
Uefa President's Award: Eric Cantona
UAE squad to face Ireland
Ahmed Raza (captain), Chirag Suri (vice-captain), Rohan Mustafa, Mohammed Usman, Mohammed Boota, Zahoor Khan, Junaid Siddique, Waheed Ahmad, Zawar Farid, CP Rizwaan, Aryan Lakra, Karthik Meiyappan, Alishan Sharafu, Basil Hameed, Kashif Daud, Adithya Shetty, Vriitya Aravind
Maestro
%3Cp%3E%3Cstrong%3EDirector%3A%20%3C%2Fstrong%3EBradley%20Cooper%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EStarring%3A%20%3C%2Fstrong%3EBradley%20Cooper%2C%20Carey%20Mulligan%2C%20Maya%20Hawke%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3ERating%3A%3C%2Fstrong%3E%203%2F5%3C%2Fp%3E%0A
Why it pays to compare
A comparison of sending Dh20,000 from the UAE using two different routes at the same time - the first direct from a UAE bank to a bank in Germany, and the second from the same UAE bank via an online platform to Germany - found key differences in cost and speed. The transfers were both initiated on January 30.
Route 1: bank transfer
The UAE bank charged Dh152.25 for the Dh20,000 transfer. On top of that, their exchange rate margin added a difference of around Dh415, compared with the mid-market rate.
Total cost: Dh567.25 - around 2.9 per cent of the total amount
Total received: €4,670.30
Route 2: online platform
The UAE bank’s charge for sending Dh20,000 to a UK dirham-denominated account was Dh2.10. The exchange rate margin cost was Dh60, plus a Dh12 fee.
Total cost: Dh74.10, around 0.4 per cent of the transaction
Total received: €4,756
The UAE bank transfer was far quicker – around two to three working days, while the online platform took around four to five days, but was considerably cheaper. In the online platform transfer, the funds were also exposed to currency risk during the period it took for them to arrive.
'HIJRAH%3A%20IN%20THE%20FOOTSTEPS%20OF%20THE%20PROPHET'
%3Cp%3E%3Cstrong%3EEdited%20by%3A%3C%2Fstrong%3E%20Idries%20Trevathan%3Cbr%3E%3Cstrong%3EPages%3A%3C%2Fstrong%3E%20240%3Cbr%3E%3Cstrong%3EPublisher%3A%3C%2Fstrong%3E%20Hirmer%20Publishers%3Cbr%3E%3Cstrong%3EAvailable%3A%3C%2Fstrong%3E%20Now%3C%2Fp%3E%0A
Adele: The Stories Behind The Songs
Caroline Sullivan
Carlton Books
Avatar: Fire and Ash
Director: James Cameron
Starring: Sam Worthington, Sigourney Weaver, Zoe Saldana
Rating: 4.5/5
Arctic Monkeys
Tranquillity Base Hotel Casino (Domino)
Auron Mein Kahan Dum Tha
Starring: Ajay Devgn, Tabu, Shantanu Maheshwari, Jimmy Shergill, Saiee Manjrekar
Director: Neeraj Pandey
Rating: 2.5/5
Key findings
- Over a period of seven years, a team of scientists analysed dietary data from 50,000 North American adults.
- Eating one or two meals a day was associated with a relative decrease in BMI, compared with three meals. Snacks count as a meal. Likewise, participants who ate more than three meals a day experienced an increase in BMI: the more meals a day, the greater the increase.
- People who ate breakfast experienced a relative decrease in their BMI compared with “breakfast-skippers”.
- Those who turned the eating day on its head to make breakfast the biggest meal of the day, did even better.
- But scrapping dinner altogether gave the best results. The study found that the BMI of subjects who had a long overnight fast (of 18 hours or more) decreased when compared even with those who had a medium overnight fast, of between 12 and 17 hours.