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When algorithms fail to account for human nuance

When algorithms fail to account for human nuance

When algorithms fail to account for human nuance
As AI engines are data-driven, relying solely on the tech for travels could risk causing chaos. (AFP/File)
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In Techville, a city celebrated for its cutting-edge technology and forward-thinking ethos, this summer’s tourism scene has turned into an ironic spectacle of overreach and misjudgment. 

Virtua-Explorer, the city’s latest artificial intelligence marvel, is designed to streamline vacation planning and optimize destination choices for citizens. What could possibly go wrong when algorithms are tasked with perfecting leisure?

The city’s bet on AI for tourism optimization was supposed to be a masterstroke. Virtua-Explorer, a sleek AI engine with a penchant for predictive analytics, promised to tailor travel recommendations based on a myriad of factors.

Instead, it has delivered a summer of crowded beaches, overwhelmed islands, and bustling cities, offering a master class in how technology’s pursuit of efficiency can sometimes lead to unintended chaos.

Initially, Virtua-Explorer’s recommendations seemed like a dream come true. It directed Techville’s residents to “hidden gems” abroad, idyllic beach retreats, serene island getaways, and quaint cities, all supposedly free from the scourge of overcrowding.

However, as the season unfolded, the reality bore little resemblance to the AI’s promises. The beaches were packed to the brim, the islands swarmed with tourists, and even the smallest cities felt the crush of unexpected visitors.

A touch of irony has not escaped Techville’s philosopher-in-residence, Dr. Miranda Quinn, who mused: “It’s rather poetic, isn’t it? An AI designed to optimize and perfect our leisure time has managed to turn our tranquil escapes into bustling hubs of human activity. 

“It reminds me of the paradoxical wisdom of Albert Camus, who said: ‘The absurd is the essential concept and the first truth.’ Our quest for an ideal vacation, through the lens of an AI, has resulted in a strikingly absurd reality.”

Indeed, the AI’s choices seem to have backfired spectacularly.

Those once peaceful beaches, like the popular Sandy Shores, were transformed into veritable battlegrounds for sunbathers, while the picturesque islands of Serenity Cove saw its crystal-clear waters become as crowded as the urban sprawl it was meant to escape from.

The quaint city of Riverton, normally a peaceful retreat, now echoed with the sounds of overwhelmed tourists and stretched-thin local services.

The root of the issue lies in Virtua-Explorer’s data-driven approach. Its recommendations were based on historical data and user preferences, designed to avoid overcrowding by selecting lesser-known spots.

Unfortunately, the algorithm failed to account for the human propensity to flock to precisely those destinations labeled as “hidden gems.” The irony was not lost on the city’s denizens, who found themselves battling for space in places once deemed off the beaten path.

Glocal tourism expert Jenna Martinez said: “It’s almost like the AI created a self-fulfilling prophecy. By highlighting these so-called hidden gems, it triggered a surge of interest and transformed them into exactly what it was trying to avoid, overcrowded hotspots.

“It’s a classic example of the law of unintended consequences, where the solution to one problem creates a slew of new ones.”

Will future endeavors in tourism and beyond be guided by the wisdom of philosophical caution or the allure of technological certainty? Only time, and a little less reliance on AI, will tell.

Rafael Hernandez de Santiago

The summer’s tourism snafu has also prompted a philosophical reflection on the nature of choice and experience. As Virtua-Explorer’s crowds grew, the city’s social media buzzed with complaints and humorous posts about “AI’s version of paradise.”

A meme circulating among residents read: “If only Aristotle were here to explain the ethics of crowding every place we thought was hidden.”

The issue of bias further complicates the scenario. Virtua-Explorer’s algorithm, despite its advanced design, was not immune to biases inherent in its programming.

It based recommendations on demographic trends, social media likes, and past travel patterns, data that failed to account for the nuance and unpredictability of human behavior.

The AI’s “optimal” destinations were thus influenced by a skewed perspective that prioritized novelty over genuine quality of experience.

In a particularly biting critique, ethicist and local writer Raj Patel reflected: “It’s a fascinating example of how an over-reliance on technology can lead us astray. The AI, in its quest for efficiency, overlooked the fundamental ethical principle of respecting human unpredictability.

“In the words of Friedrich Nietzsche: ‘There are no facts, only interpretations.’ Virtua-Explorer’s interpretations have led us to an overcrowded reality where the quest for the perfect vacation has itself become an ironic and chaotic ordeal.”

As the summer draws to a close, Techville’s citizens are left to navigate a tourism landscape transformed by an AI’s well-intentioned but ultimately misguided recommendations.

The once serene destinations are now a testament to the unforeseen consequences of technological optimism, and residents are left pondering whether the pursuit of algorithmic perfection might be less ideal than embracing the delightful unpredictability of human choice.

In the end, Techville’s summer tourism fiasco serves as a poignant reminder of the limits of technology and the enduring value of human intuition.

As the city looks ahead, the question remains: Will future endeavors in tourism and beyond be guided by the wisdom of philosophical caution or the allure of technological certainty? Only time, and a little less reliance on AI, will tell.

Rafael Hernandez de Santiago, viscount of Espes, is a Spanish national residing in Ƶ and working at the Gulf Research Center.

 

Disclaimer: Views expressed by writers in this section are their own and do not necessarily reflect Arab News' point of view

COP29: Why are countries fighting over climate finance?

COP29: Why are countries fighting over climate finance?
Updated 4 min 30 sec ago

COP29: Why are countries fighting over climate finance?

COP29: Why are countries fighting over climate finance?
  • Trump’s victory in US election has overshadowed COP29 talks over expectations he will halt US climate finance contributions
  • Developing countries say specific amount needed to tackle climate change should be starting point for negotiations 

BAKU: The main task for nearly 200 countries at the UN’s COP29 climate summit is to broker a deal that ensures up to trillions of dollars in financing for climate projects worldwide.
Here is what you need to know about the Nov. 11-22 summit talks on finance.

WHAT IS THE GOAL?

Wealthy countries pledged in 2009 to contribute $100 billion a year to help developing nations cope with the costs of a transition to clean energy and adapting to the conditions of a warming world.
Those payments began in 2020 but were only fully met in 2022. The $100 billion pledge expires this year.
Countries are negotiating a higher target for payments starting next year, but some have been reluctant to confirm its size until it is clear which countries will contribute.
Instead, they are circling around the idea of a multi-layered target, with a core amount from wealthy countries’ government coffers, and a larger sum that includes financing from other sources such as multilateral lending institutions or private investors.
In the past, public money made up the bulk of contributions to the $100 billion goal.

WHO SHOULD CONTRIBUTE?

Donald Trump’s victory in the US election has overshadowed the COP29 talks, because of expectations he will halt US climate finance contributions.
That would leave a hole in any new global target that other donors would struggle to fill. Some climate negotiators also expect the overall target agreed at COP29 to be smaller, given the expected lack of contributions from the world’s biggest economy.
The US provided nearly $10 billion in international climate finance last year, less than the European Union’s $31 billion contribution.
So far, only a few dozen rich countries have been obliged to pay UN climate finance and they want fast-developing nations, such as China and Gulf oil nations to start paying as well.
Beijing opposes this, saying that as a developing country it does not have the same responsibility as long-industrialized nations like Britain and the United States.
While China is already investing hundreds of billions of dollars in electric vehicles and renewable energy abroad, it does so on its own terms.
Any COP29 deal would need consensus approval.

HOW MUCH IS NEEDED?

Developing countries say the specific amount needed to tackle climate change should be the starting point for negotiations to ensure the final target adequately covers their needs.
By most estimates, developing countries need more than $1 trillion, opens new tab per year to meet their climate goals and protect their societies from extreme weather.
Many countries have come to the Baku talks with a number in mind.
Arab countries including Ƶ want a funding target of $1.1 trillion per year, with $441 billion directly from developed country governments in grants.
India, African countries and small island nations have also said more than $1 trillion should be raised per year, but with mixed views on how much should come from wealthy governments.
The rich countries expected to provide the money have not specified a target sum, though the US and the EU have agreed it must be more than the previous $100 billion target.
Some developed country diplomats say that, with national budgets already stretched by other economic pressures, a major increase beyond $100 billion is unrealistic.

WHY IT MATTERS

Climate change has accelerated. Human activities — mainly, burning fossil fuels — have heated up the planet’s long-term average temperature by around 1.3 Celsius, turbocharging disastrous floods, hurricanes and extreme heatwaves.
Countries’ plans for emissions cuts are not enough to slow climate change, and would instead lead to far worse warming.
Next year’s UN deadline for countries to update their national climate plans is a last opportunity to avert disaster, scientists say.
Negotiators have said a failure at COP29 to produce a major funding deal could result in countries offering weak climate plans on the grounds that they cannot afford to implement more ambitious ones.
Most of the world’s climate-friendly spending so far has been skewed toward major economies such as China and the United States. Africa’s 54 countries received just 2 percent of global renewable energy investments over the last two decades.

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Agriculture key to climate change mitigation, experts say

Agriculture key to climate change mitigation, experts say
Updated 25 min 47 sec ago

Agriculture key to climate change mitigation, experts say

Agriculture key to climate change mitigation, experts say

BAKU: Agriculture should be a central focus of global efforts to mitigate climate change, experts told Arab News on the sidelines of the COP29 UN climate change conference in Baku, Azerbaijan.

“Agriculture is a victim of climate change because in agriculture we have the most vulnerable and low-income people,” Aditi Mukherji, director of climate change adaptation at the Consortium of International Agricultural Research Centers, told Arab News.

She added: “We have 500 million smallholder farmers who are getting affected by climate change. That is through droughts, floods, extreme rainfall and high temperatures. They’re losing their production. They’re losing their livestock, their crops, everything.”

According to Mukherji, agriculture also contributes to about one-third of overall global greenhouse emissions, and lowering this will reduce pressure on the agricultural system.

“If you take the whole agrifood system, that is from the time of production all the way to consumption and everything in between, like the pre-processing, the processing, the industrial part of it, it contributes about one-third, 33 percent of the global greenhouse gas emissions,” she said.

“One very low-hanging fruit is reducing loss and waste. So, when in the food system, almost one-third of the food is overall wasted or lost in production or during the consumption process. We buy food that we do not eat, reducing that would reach a huge amount of reduction in greenhouse gas emissions,” Mukherji said.

Emissions from agricultural systems can be mitigated if technologies such as solar energy and recycled water are implemented. Abdulrahman bin Shalhoub

Emissions from agricultural systems can also be mitigated if technologies such as solar energy and recycled water are implemented on a wider scale, Maimunah Sharif, mayor of Kuala Lumpur, told Arab News.

“In Kuala Lumpur we are now doing composting and we are also doing urban farming. So, we are encouraging the community to be self-sufficient; we are using the composting and using the small areas in urban farming at the same time, using technology and hydroponics,” Sharif said.

Agriculture in developing countries has suffered from the impacts of climate change. In Senegal, the environmental crisis has led the country to secure food for its population by importing produce from other countries.

Baba Drame, technical adviser on sustainable development at Senegal’s Environment Ministry, told Arab News: “Senegal is a very vulnerable country. As you may know, we are an LDC (least-developed country) and agriculture is one of the most important activities for the development of our country.

“The most important parts of the foods people use in my country are imported from other countries. We do our best in order to develop agriculture, mainly production of rice, corn and so on.

“But we are well affected by climate change because all our food system is based on the rain,” he added.

According to Drame, for the last two years, the rain in Senegal has been irregular, leaving the country facing food insecurity.

Transforming food systems involves rethinking consumption patterns. The global food system is heavily reliant on animal agriculture, which contributes significantly to emissions.

Shifting toward plant-based diets and reducing food waste can dramatically decrease the carbon footprint associated with food production.

“In many parts of the world, particularly in the high-income countries, there is a very high consumption of animal-sourced proteins, and those are very high causes of emissions. So, eating a more sustainable, balanced diet that is plant-based would be a very good source of reducing emissions,” said Mukherji.


Pakistan, fighting for climate funds, urges COP29 to become ‘Finance COP’

Pakistan, fighting for climate funds, urges COP29 to become ‘Finance COP’
Updated 18 min 5 sec ago

Pakistan, fighting for climate funds, urges COP29 to become ‘Finance COP’

Pakistan, fighting for climate funds, urges COP29 to become ‘Finance COP’
  • Nearly 200 nations are meeting in Baku to discuss climate compensation for developing countries
  • Pakistani prime minister urges fulfillment of financial pledges made during COP27 and COP28

ISLAMABAD: Pakistani Prime Minister Shehbaz Sharif on Wednesday expressed hope the UN’s ongoing COP29 climate summit would transform into a “Finance COP” by restoring confidence in the pledging process and increasing climate finance for vulnerable, developing countries.

The main task for nearly 200 countries at the COP29 summit from Nov. 11-22 is to broker a deal that ensures up to trillions of dollars in financing for climate projects worldwide. 

Pakistan is ranked the 5th most vulnerable country to climate change, according to the Global Climate Risk Index. In 2022, devastating floods killed over 1,700 people and affected over 33 million, with economic losses exceeding $30 billion. International donors pledged over $9 billion last January to aid Pakistan’s flood recovery but officials say little of the promised funds have been received so far.

Speaking on the sidelines of the World Leaders’ Climate Action Summit on Tuesday, Sharif said developing countries would need an estimated $6.8 trillion by 2030 to implement less than half of their current nationally determined contributions (NDCs), or national action plans for reducing emissions and adapting to climate impacts defined by the Paris Agreement.

Most of the world’s climate-friendly spending so far has been skewed toward major economies such as China and the United States. Africa’s 54 countries received just 2 percent of global renewable energy investments over the last two decades.

“We believe that under Azerbaijan’s able leadership, COP29 can transform into a Finance COP by restoring confidence in the pledging process and scaling up climate finance,” Sharif said in his address to the World Leaders’ Climate Action Summit on Wednesday. 

“I strongly feel that climate finance must be grant-based and not add to the debt burden of vulnerable developing countries.”

He said COP29 should make it clear that financial pledges committed during COP27 and COP28 must be fulfilled, as many had yet to materialize.

As minimal emitters, countries like Pakistan should not have to bear the brunt of emissions caused by others, Sharif added, especially without the necessary tools to finance climate resilience.

“Without climate justice, there can be no real resilience and I don’t want other countries to face the plight Pakistan faced back in 2022,” he added, referring to floods. 

Wealthy countries pledged in 2009 to contribute $100 billion a year to help developing nations cope with the costs of a transition to clean energy and adapting to the conditions of a warming world.

Those payments began in 2020 but were only fully met in 2022. The $100 billion pledge expires this year.

Countries are negotiating a higher target for payments starting next year, but some have been reluctant to confirm its size until it is clear which countries will contribute. Instead, they are circling around the idea of a multi-layered target, with a core amount from wealthy countries’ government coffers, and a larger sum that includes financing from other sources such as multilateral lending institutions or private investors.

In the past, public money made up the bulk of contributions to the $100 billion goal.

Donald Trump’s victory in the US election has overshadowed the COP29 talks, because of expectations he will halt US climate finance contributions.

That would leave a hole in any new global target that other donors would struggle to fill. Some climate negotiators also expect the overall target agreed at COP29 to be smaller, given the expected lack of contributions from the world’s biggest economy.

The US provided nearly $10 billion in international climate finance last year, less than the European Union’s $31 billion contribution.

So far, only a few dozen rich countries have been obliged to pay UN climate finance and they want fast-developing nations, such as China and Gulf oil nations to start paying as well.

Beijing opposes this, saying that as a developing country it does not have the same responsibility as long-industrialized nations like Britain and the United States.

While China is already investing hundreds of billions of dollars in electric vehicles and renewable energy abroad, it does so on its own terms. 

Any COP29 deal would need consensus approval.

With inputs from Reuters


Chanel spotlights regional models in campaigns, cruise shows

Chanel spotlights regional models in campaigns, cruise shows
Updated 57 min 4 sec ago

Chanel spotlights regional models in campaigns, cruise shows

Chanel spotlights regional models in campaigns, cruise shows

DUBAI: French luxury fashion house Chanel continues to spotlight regional models in its global campaigns and cruise shows, with its latest release featuring Mona Tougaard. 

The Danish model, of Turkish, Somali, and Ethiopian descent, was seen posing for Chanel’s new holiday campaign. In the image, Tougaard wore Chanel’s “Premiere Edition Original” watch in 0.1-micron yellow gold-plated steel paired with black leather. 

Her look was completed with a choker, ring, and earrings from the brand’s “Camellia” collection, crafted in yellow gold and adorned with diamonds. She also accessorized with bracelets and earrings from the “Coco Crush” line, designed in beige and white gold with diamond accents. 

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Meanwhile, French Algerian model Loli Bahia gave fans a sneak peek of the fashion house’s cruise show in Hong Kong on Tuesday through her Instagram account. 

She posted images of herself displayed on a wall, showing off pieces she wore in the show last week. In one shot, she’s styled in classic Chanel fashion, donning a cream crochet jacket layered over an intricate chain and pendant body piece.

In another image, she was seen in a brown leather vest matched with coordinating shorts and ballerina flats. 

French Algerian model Loli Bahia gave fans a sneak peek of the fashion house’s cruise show in Hong Kong on Tuesday through her Instagram account. (Instagram)

Part-Saudi model Shanina Shaik, who has Pakistani, Lithuanian and Australian heritage, promoted Chanel’s beauty line to her 3.4 million Instagram followers.

“All the beautiful products from the holiday glam,” she captioned her story, showcasing an eyeshadow palette, a face palette, a highlighter, along with lip liners and lipsticks.

She also shared a story spraying the limited edition No.5 Eau de Parfum, part of Chanel’s holiday collection.

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

In June, Bahia walked the brand’s runway during Paris Fashion Week. She donned a two-piece ensemble comprising a tailored buttoned jacket complemented by a matching knee-length skirt in a delicate tweed fabric.

In May, Bahia and part-Saudi Amira Al-Zuhair walked the Chanel Cruise 2024/2025 show in Marseille, France.

Bahia donned a green ensemble, composed of a knee-length pencil skirt paired with a matching top, layered over a white shirt boasting a hoodie collar, while Al-Zuhair sported a vibrant yellow ensemble featuring hot shorts paired with a button-down top and a coordinating cardigan.


ACWA Power’s Al-Shuaibah solar project begins commercial operations in Ƶ

ACWA Power’s Al-Shuaibah solar project begins commercial operations in Ƶ
Updated 59 min 23 sec ago

ACWA Power’s Al-Shuaibah solar project begins commercial operations in Ƶ

ACWA Power’s Al-Shuaibah solar project begins commercial operations in Ƶ
  • ACWA Power owns a 35.01% stake in the initiative
  • Al-Shuaibah project’s success reflects ACWA Power’s growing investment and development portfolio

RIYADH: Saudi energy leader ACWA Power has achieved full commercial operation of its Al-Shuaibah 1 Solar Photovoltaic Project, a 600-megawatt renewable initiative.

According to a Tadawul statement, ACWA Power received formal notice on Nov. 12 from the project company saying that the Saudi Power Procurement Co. has granted the commercial operation certificate for the entire initiative capacity, clearing the way for full-scale production. 

The Al-Shuaibah 1 Solar Project aligns with ACWA Power’s vision to contribute to the Kingdom’s renewable energy targets and underscores its role as a leading provider of sustainable energy solutions in the region. 

ACWA Power owns a 35.01 percent stake in the initiative, and the firm anticipates that the financial impact of this milestone will be reflected in its fourth-quarter financial results for 2024.

The achievement comes following a particularly successful year for ACWA Power. For the first nine months of 2024, the company reported a robust 16 percent increase in profits, underpinned by growth in its power and water production operations. 

Net profit attributable to equity holders reached SR1.25 billion ($334 million), compared to the same period in 2023, supported by a 12.5 percent rise in operating income, which hit SR2.36 billion. 

The performance was largely driven by strategic financial moves, including an investment profit from restructuring a project and a capital recycling gain, enabling ACWA Power to efficiently reinvest capital for further growth.

The Al-Shuaibah project’s success reflects ACWA Power’s growing investment and development portfolio. Over the past nine months, the company has achieved financial closure on seven major undertakings with a combined worth of SR31 billion. 

These include initiatives in Ƶ, such as the Taiba and Qassim Combined Cycle Gas Turbine projects, which are expected to enhance the Kingdom’s power grid stability and efficiency. 

Other recent undertakings include the Tashkent Solar PV project in Uzbekistan, part of ACWA Power’s broader commitment to renewable energy development in Central Asia, and the Hassyan Seawater Reverse Osmosis plant in the UAE, which is aimed at bolstering the country’s water security and desalination capabilities.

ACWA Power has been working internationally, cementing its global presence and expanding its investment footprint, in addition to its operational achievements.

At the Future Investment Initiative in Riyadh in October, ACWA Power signed four agreements valued at a combined SR6.69 billion, enhancing its capital base and project pipeline. 

The contracts include a $690 million framework deal with the National Bank of Kuwait, providing corporate finance facilities that will support ACWA Power’s projects in the Kingdom, Kuwait, and other targeted markets. 

Further diversifying its financing sources, ACWA Power secured a $240 million Shariah-compliant equity bridge loan from the International Finance Corp. to fund solar projects in Uzbekistan. 

Uzbekistan has emerged as a key market for ACWA Power in recent years, with the company playing a central role in the country’s transition toward renewable energy.

Rounding out its expansion efforts, ACWA Power entered into a $54 million research and development agreement with China’s Lujiazui Administration Bureau, targeting innovation in advanced energy solutions. 

The R&D pact will establish a center in Shanghai focused on advancing technologies in solar, wind, and energy storage, as well as green hydrogen and desalination areas that are pivotal to addressing global energy and water challenges.