Muhammad Tarek
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Forbes Middle East,
arXiv
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Articles by Muhammad Tarek
Forbes Middle East Reveals Its Top 100 Travel And Tourism Leaders 2026
Forbes Middle East has unveiled its annual Top 100 Travel and Tourism Leaders 2026 list, recognizing 100 leaders driving the region’s airlines, airports, hotels, destinations, and travel services across the public and private sectors. Their businesses and institutions are playing an expanding role in the Middle East’s economic diversification, investment, and destination development. Leaders on this year's list represent nine countries across the region.
Computer Science > Machine Learning
Consumer reviews play an important role in shaping brand perception and business strategies, particularly in service-driven industries such as retail coffee. This study presents a comparative sentiment analysis framework for Starbucks customer reviews using classical machine learning and deep learning approaches.
Forbes Middle East Reveals The Middle East’s Top 100 CEOs 2026
<p>Forbes Middle Eastâs sixth annual Top 100 CEOs list spotlights the executives leading the regionâs most impactful organizations. As architects of growth and transformation, these leaders are doing more than delivering business results â they are driving innovation, expanding global competitiveness, and helping shape the future of the Middle Eastâs economies.</p><p></p>
Forbes Middle East Unveils The Middle East’s Top 50 Asset Managers 2026
<p>Forbes Middle East has unveiled its Top 50 Asset Managers list 2026, spotlighting the regionâs most influential leaders shaping the investment landscape. Collectively, they managed more than $554 billion in assets in 2025, spanning local and international equities, debt funds, discretionary portfolios, real estate investments, REITs, and private equity.</p>
Forbes Middle East Reveals The Top 100 Arab Family Businesses 2026
<p style="text-align:start;" size="0" _root="undefined" __ownerid="undefined" __hash="undefined" __altered="false">Forbes Middle East has unveiled its annual ranking of the Top 100 Arab Family Businesses for 2026, spotlighting the regionâs most influential dynasties navigating transformation and innovation while preserving generational wealth. </p><p></p>
Forbes Middle East Unveils The Region’s Most Impactful Real Estate Leaders 2026
<p>Forbes Middle East has revealed the third annual list of the regionâs Most Impactful Real Estate Leaders, highlighting the developers and decision-makers transforming the regionâs skylines and urban landscapes.</p><p></p>
Meet The World’s Richest Arabs 2023
Nine of the 21 Arab billionaires are worth less now than they were a year ago. However, their collective wealth has gone up from $52.9 billion in 2022, to $53.9 billion in 2023. Here are the world's richest Arabs according to the Forbes Billionaires 2023 ranking.
Top Arab-Owned Football Clubs In 2022 In Terms Of Revenue
The top 4 Arab-owned football clubs generated $1.9 billion in combined revenues in FY2022, increasing from $1.7 billion in FY2021.
World's Top 10 Money-Making Football Clubs In 2022
Here are the world's top 10 football clubs in terms of revenues in 2022, according to Deloitte.
Top 5 Women Behind Middle Eastern Tech Brands 2021
To recognize the female founders and co-founders of the region's most successful online platforms and apps, Forbes Middle East has also unveiled a ranking of 10 Women Behind Middle Eastern Tech Brands. These startups were additionally evaluated on the amount of external funding received as well as revenues.
Top 10 Women Behind Middle Eastern Brands 2021
The women on the list either have Middle Eastern roots or have created brands that are based in the Middle East. In creating the rankings, we considered the celebrities who believed in the brand alongside the business' social media followers, revenues, growth rate, the number of countries the brand is present in, media coverage, years of experience, and editorial points.
Egypt Plans To Issue MENA’s First Sovereign Green Bond, Says Finance Minister
The proceeds from the issuance of the green bonds will be used to finance projects that reflect the country's commitment to the United Nations goals of sustainable development in its various economic, social and environmental dimensions, in line with its Vision 2030 program.
S&P Global Ratings Affirms Saudi Arabia Rating at A- with Stable Outlook
S&P Global Ratings announced that the credit ratings of Saudi Arabia are at "A-/A-2," with a stable outlook, despite the impacts of low oil prices and the COVID-19 pandemic on the Kingdom's economy.
Saudi’s Social Insurance And Pensions Investments In Tadawul
Saudi Arabia's Public Pension Agency & General Organization for Social Insurance invest Billions in Tadawul with the majority of its funds allocated to the banking industry. Both represent 0.91% of Tadawul's market capitalization, as of 5th July 2020 and 3.84% of Tadawul's market capitalization, excluding Aramco.
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