Problem Statment

Recently, real estate prices in the Kingdom of Saudi Arabia have witnessed a rise, especially in villa real estate, and because housing is one of the most important living factors, this file helps to predict prices according to each region in Saudi Arabia,and takes into account the factors affecting the increase in the villa price, such as the city, the neighborhood, and other features within each villa.

Content

the "Villa prices in Saudi Arabia" data contain 11 features for each villa that help to predict villa price

• train_data.csv is the training dataset
• test_data.csv is the testing dataset

Data Description

Acknowledgements

• This data has been collected from property finder website.
• This data has been collected for educational purposes and not for any other use.

Inspiration

you can use this data to predict villas price based on affecting features .

Residential Real Estate Market Outlook

According to our latest research for 2024, the global residential real estate market size is valued at USD 9.3 trillion, with a robust compound annual growth rate (CAGR) of 5.7% expected through the forecast period. By 2033, the market is projected to reach an impressive USD 15.3 trillion, driven by factors such as urbanization, rising disposable incomes, and shifting consumer preferences for modern living spaces. This strong growth trajectory is underpinned by ongoing demographic changes, technological advancements in property management, and evolving investment trends, as highlighted in our comprehensive 2025 industry analysis.

A primary growth factor for the residential real estate market is the accelerating pace of urbanization worldwide. As more individuals and families migrate to urban centers in search of better employment opportunities, education, and improved quality of life, the demand for residential properties—particularly apartments and condominiums—has surged. This migration is especially pronounced in emerging economies within Asia Pacific and Africa, where urban populations are expanding at unprecedented rates. Governments and private developers are responding by investing heavily in infrastructure and large-scale housing projects, further stimulating market growth. Additionally, the proliferation of smart city initiatives and integrated township developments is transforming the residential landscape, making it more attractive for both end-users and investors.

Another significant driver is the evolution of consumer preferences and lifestyle trends. Modern buyers and renters increasingly seek properties that offer not just shelter but also amenities, security, and community-centric environments. The shift toward remote work has also redefined what residents prioritize, with home offices, green spaces, and high-speed connectivity becoming essential features. This has led to a rise in demand for villas, townhouses, and luxury condominiums, particularly in suburban and peri-urban locations. Furthermore, the growth of the rental market, fueled by changing attitudes toward homeownership among younger generations, is reshaping the market dynamics. Flexible leasing options, co-living spaces, and technology-enabled property management solutions are becoming more prevalent, catering to the evolving needs of millennials and Generation Z.

Financial factors and supportive government policies play a pivotal role in the expansion of the residential real estate sector. Low interest rates, favorable mortgage terms, and tax incentives for first-time homebuyers have made property acquisition more accessible to a wider demographic. In several countries, governments are also implementing affordable housing schemes to bridge the gap between demand and supply, particularly in high-density urban areas. These initiatives not only stimulate construction activity but also attract institutional investors looking for stable long-term returns. The influx of foreign direct investment (FDI) into residential projects, especially in developing regions, is another catalyst driving market growth. Collectively, these factors create a conducive environment for sustained expansion in the residential real estate market.

From a regional perspective, Asia Pacific continues to dominate the residential real estate market, accounting for the largest share in 2024, followed by North America and Europe. Rapid population growth, increasing urbanization, and rising middle-class incomes in countries such as China, India, and Southeast Asian nations are propelling the market forward. North America remains a key player, supported by a strong economy, high homeownership rates, and technological innovation in property transactions. Meanwhile, Europe is witnessing steady growth driven by urban regeneration projects and immigration trends. The Middle East & Africa and Latin America are also emerging as promising markets, thanks to infrastructure investments and favorable demographic profiles. These regional dynamics highlight the global nature of the residential real estate sector and its resilience in the face of economic and geopolitical uncertainties.

In the first quarter of 2021, the general real estate price index in Saudi Arabia increased by 0.2 percent compared to a year prior. Due to the global COVID-19 pandemic, the general real estate price index in Saudi Arabia for decreased by 0.3 percent during the last quarter of 2020.

In the one year period till the first quarter of 2021, due to aftermath of the global COVID-19 pandemic, the commercial real estate price index in Saudi Arabia decreased by 0.4 percent. At the height of the global pandemic in Q3 2020, the commercial real estate index in Saudi Arabia decreased by 2.5 percent.

The Saudi Arabian interior design market, valued at $3.66 billion in 2025, is experiencing robust growth, projected to expand at a compound annual growth rate (CAGR) of 4.81% from 2025 to 2033. This expansion is fueled by several key factors. The Kingdom's ambitious Vision 2030 initiative, focused on economic diversification and infrastructure development, is a major driver. Significant investments in both residential and commercial construction projects, including hotels, hospitals, educational institutions, and office spaces, are creating considerable demand for interior design services. Furthermore, a rising middle class with increased disposable income is fueling demand for high-quality home interiors, contributing to the residential segment's growth. The growing tourism sector also plays a significant role, driving demand for aesthetically pleasing and functional designs in hospitality spaces. While precise figures for segment-specific market shares are unavailable, it's reasonable to infer that the commercial sector, given large-scale infrastructure projects, commands a substantial portion, likely exceeding the residential sector's share. Competition is relatively high, with numerous local and international firms operating in the market, evidenced by the list of companies included, suggesting a dynamic landscape characterized by both established players and emerging firms. The market's sustained growth is expected to continue throughout the forecast period, driven by consistent government spending on infrastructure and the private sector's investment in real estate. However, potential headwinds exist. Economic fluctuations and global market uncertainty could influence investment decisions, potentially impacting growth trajectory. Furthermore, the availability of skilled labor and adherence to building regulations and sustainability standards can also affect the industry's expansion. Despite these potential challenges, the long-term outlook for the Saudi Arabian interior design market remains positive, promising significant opportunities for established players and newcomers alike. The market's evolution will be shaped by increasing demand for sustainable designs, the adoption of cutting-edge technologies in design and implementation, and a continued focus on delivering high-quality and aesthetically pleasing spaces across various sectors. This comprehensive report provides an in-depth analysis of the burgeoning Saudi Arabia interior design market, covering the period from 2019 to 2033. With a focus on the estimated year 2025 and a forecast period extending to 2033, this study offers invaluable insights for investors, industry professionals, and anyone seeking to understand this dynamic sector. The report utilizes data from the historical period (2019-2024) and incorporates key market developments such as significant investments and acquisitions. High-search volume keywords like Saudi Arabia interior design market size, Saudi Arabia interior design trends, Saudi Arabian interior design companies, and residential interior design Saudi Arabia are strategically integrated throughout. Recent developments include: October 2023: Saudi Arabia’s Aljazira Capital and Osus Real Estate Co. launched a private closed-end real estate investment fund with a target investment volume of more than USD 453.2 Million focused on developing residential, hotel, office, and commercial properties in northern Riyadh, expanding the business of Interior design market., March 2022: Saudi Arabia PIF acquired a controlling stake in interior design and specialty contracting firm Depa with an investment of USD 480 Million. Depa Group exists as an interior contractor, is listed on the Nasdaq Dubai, and is headquartered in the United Arab Emirates.. Key drivers for this market are: Expansion of Real Estate in the Country, Increasing Rate of Urbanization. Potential restraints include: Expansion of Real Estate in the Country, Increasing Rate of Urbanization. Notable trends are: Increasing Demand for Residential Real Estate.

Introduction

This Saudi Arabian Arabic Call Center Speech Dataset for the Real Estate industry is purpose-built to accelerate the development of speech recognition, spoken language understanding, and conversational AI systems tailored for Arabic -speaking Real Estate customers. With over 40 hours of unscripted, real-world audio, this dataset captures authentic conversations between customers and real estate agents ideal for building robust ASR models.

Curated by FutureBeeAI, this dataset equips voice AI developers, real estate tech platforms, and NLP researchers with the data needed to create high-accuracy, production-ready models for property-focused use cases.

Speech Data

The dataset features 40 hours of dual-channel call center recordings between native Saudi Arabian Arabic speakers. Captured in realistic real estate consultation and support contexts, these conversations span a wide array of property-related topics from inquiries to investment advice offering deep domain coverage for AI model development.

Topic Diversity

This speech corpus includes both inbound and outbound calls, featuring positive, neutral, and negative outcomes across a wide range of real estate scenarios.

Such domain-rich variety ensures model generalization across common real estate support conversations.

Transcription

All recordings are accompanied by precise, manually verified transcriptions in JSON format.

These transcriptions streamline ASR and NLP development for Arabic real estate voice applications.

Metadata

Detailed metadata accompanies each participant and conversation:

This enables smart filtering, dialect-focused model training, and structured dataset exploration.

Usage and Applications

This dataset is ideal for voice AI and NLP systems built for the real estate sector: