The internet presents us with a dizzying array of media and an almost limitless choice of what to add to the queue next – whether it is music, news, film, games, television or home-made videos. Big technology companies help us make those choices by using algorithms, assessing our preferences to find us content that is supposedly related, and grouping us with people with similar tastes on the assumption that we will want the same things.
These complex calculations create an endless procession of media for us to consume, but the character and relentless nature of it has led to some disquiet among consumers. Algorithms, it is said, feed us only the news that we want to hear, reinforce our prejudices and lead us down dark avenues of misinformation, but they can also strip our entertainment choices of surprise and serendipity. Yes, you might like romantic comedies and R&B music, but that is not necessarily all you want to consume.
Algorithms can categorise, but there is still a role for humans to play
In recent weeks and months, a growing number of platforms have adopted human recommendation mechanisms, including Facebook and HBO. Experts are hired to make selections on the consumer's behalf, bringing what might be seen as a personal touch to an otherwise machine-driven process. Last week, Netflix, a pioneer in algorithm-powered recommendation, joined the party with a new, human-driven feature it calls Collections. "We're always looking for new ways to connect our fans with titles we think they'll love," says the company. Algorithms may have an unrivalled ability to categorise media, but it would seem that there is still a part for humans to play in the recommendation process.
We're getting weary of them, and we can't quite put our finger on the reasoning behind it
"Some of these moves may be headline-seeking responses to the bad press that algorithms have been getting," says media researcher Taina Bucher, author of the book If … Then: Algorithmic Power and Politics. But she also notes that algorithms are not independent actors, and already carry a lot of human influence. "There is nothing about an algorithm that automatically creates a filter bubble or narrows our worldview," she says. "There is, however, a business goal in thinking about how popularity works."
In other words, algorithms do as they are told, and if a business model is based on the number of eyeballs, the most important goal is to grab our attention rather than give us what we actually desire.
Can an algorithm push us towards conspiracy theories?
From Amazon's "customers who bought this item" section to YouTube's "recommended videos", algorithms have proved remarkably successful from a business perspective, and thanks to the mass of data they accumulate they have become highly sophisticated, too. (Indeed, Netflix's algorithm is said to be responsible for 80 per cent of viewing activity on the streaming platform.)
But algorithms designed to predict what we want inevitably end up guiding us, and the resulting confirmation of our biases has come in for criticism. On YouTube, it has been observed how searches for dull facts can envelop viewers in conspiracy theory and push them towards extreme points of view.
On Facebook, chief executive Mark Zuckerberg has admitted that it is extreme content that racks up the most views. Similar forces are also at play in the world of entertainment, as our mild inclinations towards certain genres indicate certain tastes.
Algorithms simply aren't able to optimise for the whole sociology of taste
"We're seeing the results of this now, we're getting weary of them, and we can't quite put our finger on the reasoning behind it," says data scientist Kris Schaffer, author of the book Data versus Democracy. "But what's becoming clear is that personalisation does not mean you're being treated as an individual. It just means that you're being grouped with other people that you have no personal connection with. When you're being treated as one number in a class of numbers, that can start to feel weird."
People vs algorithms: Who wins?
The incorporation of human recommendation systems has proved successful on many platforms. Curators of popular Spotify playlists have become hugely influential figures, while Apple has hired big names to recommend music and news to subscribers. HBO's new website – which goes by the strangely dystopian title Recommended By Humans – was launched with a press release extolling the virtues of personal advice from people who "really love television". Bucher understands how some of us, in an information-heavy age, would want to revert to that method of discovery.
"There is definitely something in the idea of a human communicating that information to another human, because with cultural products it's about knowing context, emotions and mood," she says. "Algorithms simply aren't able to optimise for the whole sociology of taste."
Human recommendations also help contain the unimaginable quantity of stuff that is available to us. "In my local bookstore, the people working there will give me a manageable amount of things to read, and that gives me a sense of regained agency," says Shaffer.
Bucher agrees that our resentment at becoming passive receptors of endless streams of content could make us want human guidance, but wonders whether that resentment is misplaced. “Why do we expect some random person employed by Netflix to know our tastes better?” she asks. “We may get a sense of agency from that, but why?”
Algorithms will always be needed to do the heavy lifting of filtering media. Bucher believes that they have largely done a good job of managing the workload, and that the use of people is more about responding to public pressure and managing the expectations of its users.
The situation is illustrated by Facebook's August announcement of reintroducing human editors to its News tab. "Facebook has been doing this on and off for years," she says.
“They’ve added humans in until a scandal occurs, at which point they’ve removed them and gone back to an automated system. That allows them to avoid responsibility, but then they’ve put humans back in when another scandal occurs.”
Human tastemakers are, it seems, merely the sticking plaster on computerised recommendation systems which will forever be open to criticism. "Using humans may or may not address the problem or improve the output," says Shaffer. "But when it comes to the media, perception is a significant part of the reality."
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The specS: 2018 Toyota Camry
Price: base / as tested: Dh91,000 / Dh114,000
Engine: 3.5-litre V6
Gearbox: Eight-speed automatic
Power: 298hp @ 6,600rpm
Torque: 356Nm @ 4,700rpm
Fuel economy, combined: 7.0L / 100km
The National in Davos
We are bringing you the inside story from the World Economic Forum's Annual Meeting in Davos, a gathering of hundreds of world leaders, top executives and billionaires.
THE BIG MATCH
Arsenal v Manchester City,
Sunday, Emirates Stadium, 6.30pm
Skewed figures
In the village of Mevagissey in southwest England the housing stock has doubled in the last century while the number of residents is half the historic high. The village's Neighbourhood Development Plan states that 26% of homes are holiday retreats. Prices are high, averaging around £300,000, £50,000 more than the Cornish average of £250,000. The local average wage is £15,458.
CHELSEA'S NEXT FIVE GAMES
Mar 10: Norwich(A)
Mar 13: Newcastle(H)
Mar 16: Lille(A)
Mar 19: Middlesbrough(A)
Apr 2: Brentford(H)
TOURNAMENT INFO
Fixtures
Sunday January 5 - Oman v UAE
Monday January 6 - UAE v Namibia
Wednesday January 8 - Oman v Namibia
Thursday January 9 - Oman v UAE
Saturday January 11 - UAE v Namibia
Sunday January 12 – Oman v Namibia
UAE squad
Ahmed Raza (captain), Rohan Mustafa, Mohammed Usman, CP Rizwan, Waheed Ahmed, Zawar Farid, Darius D’Silva, Karthik Meiyappan, Jonathan Figy, Vriitya Aravind, Zahoor Khan, Junaid Siddique, Basil Hameed, Chirag Suri
European arms
Known EU weapons transfers to Ukraine since the war began: Germany 1,000 anti-tank weapons and 500 Stinger surface-to-air missiles. Luxembourg 100 NLAW anti-tank weapons, jeeps and 15 military tents as well as air transport capacity. Belgium 2,000 machine guns, 3,800 tons of fuel. Netherlands 200 Stinger missiles. Poland 100 mortars, 8 drones, Javelin anti-tank weapons, Grot assault rifles, munitions. Slovakia 12,000 pieces of artillery ammunition, 10 million litres of fuel, 2.4 million litres of aviation fuel and 2 Bozena de-mining systems. Estonia Javelin anti-tank weapons. Latvia Stinger surface to air missiles. Czech Republic machine guns, assault rifles, other light weapons and ammunition worth $8.57 million.
Classification of skills
A worker is categorised as skilled by the MOHRE based on nine levels given in the International Standard Classification of Occupations (ISCO) issued by the International Labour Organisation.
A skilled worker would be someone at a professional level (levels 1 – 5) which includes managers, professionals, technicians and associate professionals, clerical support workers, and service and sales workers.
The worker must also have an attested educational certificate higher than secondary or an equivalent certification, and earn a monthly salary of at least Dh4,000.
MOUNTAINHEAD REVIEW
Starring: Ramy Youssef, Steve Carell, Jason Schwartzman
Director: Jesse Armstrong
Rating: 3.5/5
Global Fungi Facts
• Scientists estimate there could be as many as 3 million fungal species globally
• Only about 160,000 have been officially described leaving around 90% undiscovered
• Fungi account for roughly 90% of Earth's unknown biodiversity
• Forest fungi help tackle climate change, absorbing up to 36% of global fossil fuel emissions annually and storing around 5 billion tonnes of carbon in the planet's topsoil
Three ways to boost your credit score
Marwan Lutfi says the core fundamentals that drive better payment behaviour and can improve your credit score are:
1. Make sure you make your payments on time;
2. Limit the number of products you borrow on: the more loans and credit cards you have, the more it will affect your credit score;
3. Don't max out all your debts: how much you maximise those credit facilities will have an impact. If you have five credit cards and utilise 90 per cent of that credit, it will negatively affect your score.
Indika
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Expert input
If you had all the money in the world, what’s the one sneaker you would buy or create?
“There are a few shoes that have ‘grail’ status for me. But the one I have always wanted is the Nike x Patta x Parra Air Max 1 - Cherrywood. To get a pair in my size brand new is would cost me between Dh8,000 and Dh 10,000.” Jack Brett
“If I had all the money, I would approach Nike and ask them to do my own Air Force 1, that’s one of my dreams.” Yaseen Benchouche
“There’s nothing out there yet that I’d pay an insane amount for, but I’d love to create my own shoe with Tinker Hatfield and Jordan.” Joshua Cox
“I think I’d buy a defunct footwear brand; I’d like the challenge of reinterpreting a brand’s history and changing options.” Kris Balerite
“I’d stir up a creative collaboration with designers Martin Margiela of the mixed patchwork sneakers, and Yohji Yamamoto.” Hussain Moloobhoy
“If I had all the money in the world, I’d live somewhere where I’d never have to wear shoes again.” Raj Malhotra
Red flags
- Promises of high, fixed or 'guaranteed' returns.
- Unregulated structured products or complex investments often used to bypass traditional safeguards.
- Lack of clear information, vague language, no access to audited financials.
- Overseas companies targeting investors in other jurisdictions - this can make legal recovery difficult.
- Hard-selling tactics - creating urgency, offering 'exclusive' deals.
Courtesy: Carol Glynn, founder of Conscious Finance Coaching
How to apply for a drone permit
- Individuals must register on UAE Drone app or website using their UAE Pass
- Add all their personal details, including name, nationality, passport number, Emiratis ID, email and phone number
- Upload the training certificate from a centre accredited by the GCAA
- Submit their request
What are the regulations?
- Fly it within visual line of sight
- Never over populated areas
- Ensure maximum flying height of 400 feet (122 metres) above ground level is not crossed
- Users must avoid flying over restricted areas listed on the UAE Drone app
- Only fly the drone during the day, and never at night
- Should have a live feed of the drone flight
- Drones must weigh 5 kg or less
Know before you go
- Jebel Akhdar is a two-hour drive from Muscat airport or a six-hour drive from Dubai. It’s impossible to visit by car unless you have a 4x4. Phone ahead to the hotel to arrange a transfer.
- If you’re driving, make sure your insurance covers Oman.
- By air: Budget airlines Air Arabia, Flydubai and SalamAir offer direct routes to Muscat from the UAE.
- Tourists from the Emirates (UAE nationals not included) must apply for an Omani visa online before arrival at evisa.rop.gov.om. The process typically takes several days.
- Flash floods are probable due to the terrain and a lack of drainage. Always check the weather before venturing into any canyons or other remote areas and identify a plan of escape that includes high ground, shelter and parking where your car won’t be overtaken by sudden downpours.
SERIES INFO
Schedule:
All matches at the Harare Sports Club
1st ODI, Wed Apr 10
2nd ODI, Fri Apr 12
3rd ODI, Sun Apr 14
4th ODI, Sun Apr 16
UAE squad
Mohammed Naveed (captain), Rohan Mustafa, Ashfaq Ahmed, Shaiman Anwar, Mohammed Usman, CP Rizwan, Chirag Suri, Mohammed Boota, Ghulam Shabber, Sultan Ahmed, Imran Haider, Amir Hayat, Zahoor Khan, Qadeer Ahmed
Zimbabwe squad
Peter Moor (captain), Solomon Mire, Brian Chari, Regis Chakabva, Sean Williams, Timycen Maruma, Sikandar Raza, Donald Tiripano, Kyle Jarvis, Tendai Chatara, Chris Mpofu, Craig Ervine, Brandon Mavuta, Ainsley Ndlovu, Tony Munyonga, Elton Chigumbura
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The specs
Engine: 4.0-litre flat-six
Torque: 450Nm at 6,100rpm
Transmission: 7-speed PDK auto or 6-speed manual
Fuel economy, combined: 13.8L/100km
On sale: Available to order now
Mohammed bin Zayed Majlis
Benefits of first-time home buyers' scheme
- Priority access to new homes from participating developers
- Discounts on sales price of off-plan units
- Flexible payment plans from developers
- Mortgages with better interest rates, faster approval times and reduced fees
- DLD registration fee can be paid through banks or credit cards at zero interest rates
Torbal Rayeh Wa Jayeh
Starring: Ali El Ghoureir, Khalil El Roumeithy, Mostafa Abo Seria
Stars: 3