vision 2030
Gender Stereotypes in Professional Roles Among Saudis: An Analytical Study of AI-Generated Images Using Language Models
AlKhalifah, Khaloud S., Mashaabi, Malak, Al-Khalifa, Hend
This study investigates the extent to which contemporary Text-to-Image artificial intelligence (AI) models perpetuate gender stereotypes and cultural inaccuracies when generating depictions of professionals in Saudi Arabia. We analyzed 1,006 images produced by ImageFX, DALL-E V3, and Grok for 56 diverse Saudi professions using neutral prompts. Two trained Saudi annotators evaluated each image on five dimensions: perceived gender, clothing and appearance, background and setting, activities and interactions, and age. A third senior researcher adjudicated whenever the two primary raters disagreed, yielding 10,100 individual judgements. The results reveal a strong gender imbalance, with ImageFX outputs being 85\% male, Grok 86.6\% male, and DALL-E V3 96\% male, indicating that DALL-E V3 exhibited the strongest overall gender stereotyping. This imbalance was most evident in leadership and technical roles. Moreover, cultural inaccuracies in clothing, settings, and depicted activities were frequently observed across all three models. Counter-stereotypical images often arise from cultural misinterpretations rather than genuinely progressive portrayals. We conclude that current models mirror societal biases embedded in their training data, generated by humans, offering only a limited reflection of the Saudi labour market's gender dynamics and cultural nuances. These findings underscore the urgent need for more diverse training data, fairer algorithms, and culturally sensitive evaluation frameworks to ensure equitable and authentic visual outputs.
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- Research Report > New Finding (1.00)
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- Law > Civil Rights & Constitutional Law (1.00)
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Utilizing Social Media Analytics to Detect Trends in Saudi Arabias Evolving Market
Saudi Arabia faced a swift economic growth and societal transformation under Vision 2030. This offers a unique opportunity to track emerging trends in the region, which will ultimately pave the way for new business and investment possibilities. This paper explores how AI and social media analytics can identify and track trends across sectors such as construction, food and beverage, tourism, technology, and entertainment thereby helping the businesses make informed decisions. By leveraging a tailored AI-driven methodology, we analyzed millions of social media posts each month, classifying discussions and calculating scores to track the trends. The approach not only uncovered the emerging trends but also shows diminishing trends. Our methodology is able to predict the emergence and growth of trends by utilizing social media data. This approach has potential for adaptation in other regions. Ultimately, our findings highlight how ongoing, AI-powered trend analysis can enable more effective, data-informed business and development strategies in an increasingly dynamic environment.
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- North America > United States > California > San Diego County > San Diego (0.04)
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Capitalizing on Artificial Intelligence Opportunities
Artificial intelligence (AI) has become a hot topic for countries worldwide, and both public- and private-sector organizations have already started leveraging it as a response to continuous digital disruption. According to IDC's 2022 Artificial Intelligence Spending Guide, global AI spending reached $88.6 billion in 2021, and it is forecast to grow at a compound annual growth rate (CAGR) of 25.6% over the 2021–2025 period. Canada, China, and the United States are among the countries in which many organizations began their AI journeys early, supported by government initiatives. Saudi Arabia is no different in terms of its commitment to becoming an AI powerhouse. As an extension of the country's Vision 2030, the Saudi Data and AI Authority (SDAIA) was established in 2019, followed by the release of the National Strategy for Data and AI in 2020.
- Asia > Middle East > Saudi Arabia (0.32)
- North America > United States (0.26)
- North America > Canada (0.26)
- Asia > China (0.26)
Saudi Arabia Big Data and Artificial Intelligence Market - Growth, Trends, COVID-19 Impact, and Forecasts (2021 - 2026)
Around 70% of 96 strategic goals under Vision 2030 are related to data and AI. - The growing investment toward smart cities in Saudi Arabia results in massively increasing adoption of AI solutions along with 5G and software, such as predictive analytics. In 2021, Saudi Arabian Crown Prince Mohammed bin Salman announced plans to build The Line, a 105-mile-long belt of hyper-connected communities in the kingdom's northeast that will feature no cars, no streets, and carbon emissions but will have smart infrastructure costing up to USD 200 billion.
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- Information Technology > Artificial Intelligence (1.00)
- Information Technology > Data Science > Data Mining > Big Data (0.45)
IQVIA partners with Saudi Data and Artificial Intelligence Authority (SDAIA)
US-headquartered IQVIA is the latest health information technology and clinical research company to partner with the Saudi Data and Artificial Intelligence Authority (SDAIA), it has been announced. The multinational – described as "a leading global provider of advanced analytics, technology solutions, and clinical research services to the life sciences industry" – has signed a memorandum of understanding (MoU) with the Saudi government agency to "explore opportunities of mutual interest and support innovation in the field of health data in the Kingdom of Saudi Arabia (KSA)." According to the country's official news agency, both parties will reportedly collaborate on joint ideas and research in data and artificial intelligence (AI), build a centre for "innovation and knowledge", and develop training programmes that can make use of this data and AI in the health sector. The agreement was co-signed by Majid Mohammed Al-Tuwaijri, supervisor of the National Center for Artificial Intelligence (NCAI) at the SDAIA; and Mohamed Mostafa Elbadawy, IQVIA's General Manager for KSA and Egypt. "This MoU will contribute towards creating opportunities for development and growth in the health sector, supporting the goals of Vision 2030," said Al-Tuwaijri.
Saudi Arabia signs MoUs with IBM, Alibaba and Huawei on AI
SDAIA and Alibaba Cloud announced an MoU to partner in supporting Saudi Arabia's path to develop smart cities through AI, SPA said. "Saudi Arabia's Vision 2030 has clear goals to transform KSA cities into smart ones by unlocking the value of city data as a national asset to realize Vision 2030 aspirations," said Abdullah Bin Sharaf Alghandi, President of SDAIA. SDAIA and Huawei signed an MOU to recognise Arabic language and character using AI technology and with the help of researchers from the kingdom and Huawei, according to SDAIA's twitter account. Saudi Arabia's Vision 2030 reform plan is a package of economic and social policies designed to free the kingdom from dependence on oil exports. SDAIA is seeking IBM's help in developing "real use cases" of AI in areas of health, energy and other sectors, as well as training through a strategic relationship, it said.
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- Energy > Oil & Gas (0.64)
- Information Technology > Communications > Social Media (0.64)
- Information Technology > Artificial Intelligence > Applied AI (0.64)
How Saudi Arabia Is Looking To Develop & Integrate Artificial Intelligence In Its Economy
Yet another country has gone to release the potential of artificial intelligence to fuel its economic growth plans. One of the largest oil manufacturing nations, Saudi Arabia, has now formulated and launched a nation-wide policy on AI. The project has been signed with approval from King Salman and aims to add the market value of up to 500 billion riyals (US$133 billion) in the country's GDP by 2030. The policy formulation had begun last year when the Saudi Data and Artificial Intelligence Authority (SDAIA) was established through a royal decree in August 2019 to lead the charge of the nation's transformation into a data-driven economy. Besides, the body is working on implementing a cloud platform, intending to build one of the biggest cloud frameworks in the Middle East by connecting 83 data centres controlled by over 40 government bodies.
- Information Technology > Services (0.56)
- Energy > Oil & Gas (0.51)
- Government > Regional Government > Asia Government > Middle East Government > Saudi Arabia Government (0.37)
Oracle to open region's first AI lab by end of January
Oracle will be opening the first artificial intelligence (AI) lab in the region at Dubai Internet City by end of January, a top executive said. Arun Khehar, senior vice-president of applications at Oracle Eastern Central Europe, Middle East, Africa, told Gulf News in an interview that the whole idea is focused on Dubai Government and Federal Government's stress on emerging technologies like AI, internet of things and blockchain. "This will be a key contribution to what the government plans to do. The lab will show the power of the technology to the customers. There will be industry solutions relevant to this part of the world," he said, adding that investments in AI will be integral to drive the future of cloud computing.
- Asia > Middle East > UAE > Dubai Emirate > Dubai (0.48)
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