Dataset Card for Sentiment Analysis of Commodity News (Gold)

This is a news dataset for the commodity market which has been manually annotated for 10,000+ news headlines across multiple dimensions into various classes. The dataset has been sampled from a period of 20+ years (2000-2021). The dataset was curated by Ankur Sinha and Tanmay Khandait and is detailed in their paper "Impact of News on the Commodity Market: Dataset and Results." It is currently published by the authors on… See the full description on the dataset page: https://huggingface.co/datasets/SaguaroCapital/sentiment-analysis-in-commodity-market-gold.

The global commodity trading services market is experiencing robust growth, driven by increasing globalization, fluctuating commodity prices, and the need for efficient supply chain management. The market size in 2025 is estimated at $2 trillion, exhibiting a Compound Annual Growth Rate (CAGR) of 6% between 2025 and 2033. This growth is fueled by several key factors. Firstly, the rising demand for raw materials across various sectors, including metals, energy, and agriculture, is creating lucrative opportunities for commodity trading firms. Secondly, technological advancements in areas like data analytics and blockchain technology are improving transparency, efficiency, and risk management within commodity trading, further stimulating market expansion. Finally, the increasing complexity of global supply chains necessitates the expertise of specialized commodity traders to navigate market volatility and ensure secure and timely delivery of goods. The market is segmented by commodity type (metals, energy, agricultural, and others) and by the size of the businesses served (large enterprises and SMEs). While large enterprises dominate the market currently, the SME segment shows strong potential for future growth as businesses increasingly rely on external expertise for commodity sourcing. The geographical distribution of the commodity trading services market is diverse, with North America, Europe, and Asia Pacific representing the major regions. However, emerging markets in Asia and Africa are showing significant growth potential due to rapid industrialization and rising consumer demand. Competitive pressures within the industry are high, with numerous large multinational corporations vying for market share. These companies, including Vitol, Glencore, Trafigura, Mercuria, and Cargill, possess extensive global networks, strong financial capabilities, and deep expertise in risk management, allowing them to dominate the market. Nevertheless, smaller, specialized trading firms are also finding success by focusing on niche markets or employing innovative trading strategies. The overall outlook for the commodity trading services market remains optimistic, with continued growth expected over the coming years, albeit with some potential challenges related to geopolitical instability and regulatory changes.

Sharp economic volatility, the continued effects of high interest rates and mixed sentiment among investors created an uneven landscape for stock and commodity exchanges. While trading volumes soared in 2020 due to the pandemic and favorable financial conditions, such as zero percent interest rates from the Federal Reserve, the continued effects of high inflation in 2022 and 2023 resulted in a hawkish pivot on interest rates, which curtailed ROIs across major equity markets. Geopolitical volatility amid the Ukraine-Russia and Israel-Hamas wars further exacerbated trade volatility, as many investors pivoted away from traditional equity markets into derivative markets, such as options and futures to better hedge on their investment. Nonetheless, the continued digitalization of trading markets bolstered exchanges, as they were able to facilitate improved client service and stronger market insights for interested investors. Revenue grew an annualized 0.1% to an estimated $20.9 billion over the past five years, including an estimated 1.9% boost in 2025. A core development for exchanges has been the growth of derivative trades, which has facilitated a significant market niche for investors. Heightened options trading and growing attraction to agricultural commodities strengthened service diversification among exchanges. Major companies, such as CME Group Inc., introduced new tradeable food commodities for investors in 2024, further diversifying how clients engage in trades. These trends, coupled with strengthened corporate profit growth, bolstered exchanges’ profit. Despite current uncertainty with interest rates and the pervasive fear over a future recession, the industry is expected to do well during the outlook period. Strong economic conditions will reduce investor uncertainty and increase corporate profit, uplifting investment into the stock market and boosting revenue. Greater levels of research and development will expand the scope of stocks offered because new companies will spring up via IPOs, benefiting exchange demand. Nonetheless, continued threat from substitutes such as electronic communication networks (ECNs) will curtail larger growth, as better technology will enable investors to start trading independently, but effective use of electronic platforms by incumbent exchange giants such as NASDAQ Inc. can help stem this decline by offering faster processing via electronic trade floors and prioritizing client support. Overall, revenue is expected to grow an annualized 3.5% to an estimated $24.8 billion through the end of 2031.

The Agricultural Commodities Market will grow from USD 225.83 Billion in 2024 to USD 301.94 Billion by 2030 at a 4.96% CAGR.

The global commodities trading services market, valued at $4.34 billion in 2025, is projected to experience robust growth, exhibiting a Compound Annual Growth Rate (CAGR) of 5.7% from 2025 to 2033. This expansion is fueled by several key factors. Firstly, the increasing globalization of trade and the interconnectedness of global supply chains necessitates sophisticated commodities trading services to manage risk and optimize efficiency. Secondly, the growing demand for raw materials across diverse sectors, including energy (driven by increased energy consumption and the transition to cleaner energy sources), metals (fueled by infrastructure development and industrial growth), and agriculture (due to rising global population and changing dietary habits), fuels market expansion. Furthermore, technological advancements, such as the adoption of AI and machine learning for predictive analytics and risk management, are enhancing the efficiency and profitability of commodities trading operations. The market is segmented by application (large enterprises and SMEs) and commodity type (metals, energy, agricultural, and others), with large enterprises currently dominating due to their higher trading volumes and sophisticated risk management needs. Leading players include Vitol Group, Glencore, Trafigura Group, and others, who are constantly seeking to expand their global footprint and diversify their offerings. The market's growth, however, is not without challenges. Geopolitical instability, fluctuating commodity prices, and stringent regulations pose significant risks to market players. The increasing focus on sustainability and environmental concerns also impacts trading practices, necessitating the adoption of more ethical and environmentally responsible sourcing and trading strategies. Competition within the market is intense, with established players facing challenges from new entrants leveraging technological advancements. Despite these challenges, the long-term outlook for the commodities trading services market remains positive, driven by the continuous demand for efficient and reliable trading solutions across various commodities and global markets. Regional variations are expected, with North America and Asia-Pacific anticipated to maintain significant market shares due to their robust economic activity and substantial commodity consumption.

Discover the booming global commodity trading services market, projected to reach $3.1 trillion by 2033 with a 5% CAGR. This comprehensive analysis explores market size, drivers, trends, restraints, segmentation (metals, energy, agriculture, etc.), key players (Vitol, Glencore, Cargill), and regional insights. Learn about opportunities and challenges in this dynamic sector.

The OTC (Over-The-Counter) Commodity Trading Platform market has emerged as a crucial component in the global financial landscape, providing an invaluable infrastructure for trading various commodities outside traditional exchange systems. These platforms facilitate the trading of commodities such as oil, natural ga

The global commodities trading services market is booming, projected to reach [estimated 2033 value based on CAGR] by 2033. Discover key market trends, drivers, and restraints influencing growth in energy, metals, agricultural, and other sectors. Analyze leading companies like Vitol, Glencore, and Trafigura, and explore regional market shares across North America, Europe, and Asia Pacific.

Stock and commodity exchanges can benefit from various sources of revenue, ranging from fees charged through the purchasing and selling of stocks and commodities to the listing of companies on exchanges with IPOs. Yet, this hasn't meant exchanges have been free of challenges, with many companies looking to more attractive overseas markets in countries like the US that embrace stronger growth. The most notable culprits have been ARM and CRH, refusing to put up with the increasingly cheaper valuations offered by UK stock exchanges.Stock and commodity exchange revenue is expected to boom at a compound annual rate of 13% over the five years through 2025-26 to £18 billion, including growth of 5.2% in 2025-26. Boosted by the London Stock Exchange Group's Refinitiv purchase in 2021-22, the growth numbers seem inflated. The industry saw ample consolidations, aided by MiFID II's initiation in 2018. However, M&As have slumped over recent years as a result of high borrowing costs and a foggy economic outlook. Interest rate cuts and growing confidence are set to facilitate a modest recovery over the two years through 2025, driving revenue growth and supporting profit of 25.7% in 2025-26. Exchanges have also capitalised on volatile markets, with nervous investors triggering sharp sell-offs amid a tense geopolitical backdrop with Trump’s tariff policies. Consolidation amongst the largest players has been frequent, ratcheting up market share concentration. This will also prompt smaller exchanges to target niche markets and potentially band together in networks or alliances to pool liquidity and strengthen bargaining power. Revenue is forecast to climb at a compound annual rate of 4.7% over the five years through 2030-31 to £22.7 billion. Over the short term, sticky inflation and how aggressively the Bank of England cuts rates will incite volatility and fuel trading on exchanges, driving revenue growth. Geopolitical tensions also show no signs of cooling, with the potential for matters to even escalate, keeping markets edgy and increasing the likelihood of large market swings. The use of blockchain will become more prevalent, with major player, the London Stock Exchange Group, already introducing a blockchain-based infrastructure platform for private markets. These exchanges allow for 24/7 trading, lower settlement times, and often lower fees, which can attract retail and institutional participants, driving fee income.

The US_Stock_Data.csv dataset offers a comprehensive view of the US stock market and related financial instruments, spanning from January 2, 2020, to February 2, 2024. This dataset includes 39 columns, covering a broad spectrum of financial data points such as prices and volumes of major stocks, indices, commodities, and cryptocurrencies. The data is presented in a structured CSV file format, making it easily accessible and usable for various financial analyses, market research, and predictive modeling. This dataset is ideal for anyone looking to gain insights into the trends and movements within the US financial markets during this period, including the impact of major global events.

Key Features and Data Structure

The dataset captures daily financial data across multiple assets, providing a well-rounded perspective of market dynamics. Key features include:

• Commodities: Prices and trading volumes for natural gas, crude oil, copper, platinum, silver, and gold.
• Cryptocurrencies: Prices and volumes for Bitcoin and Ethereum, including detailed 5-minute interval data for Bitcoin.
• Stock Market Indices: Data for major indices such as the S&P 500 and Nasdaq 100.
• Individual Stocks: Prices and volumes for major companies including Apple, Tesla, Microsoft, Google, Nvidia, Berkshire Hathaway, Netflix, Amazon, and Meta.

The dataset’s structure is designed for straightforward integration into various analytical tools and platforms. Each column is dedicated to a specific asset's daily price or volume, enabling users to perform a wide range of analyses, from simple trend observations to complex predictive models. The inclusion of intraday data for Bitcoin provides a detailed view of market movements.

Applications and Usability

This dataset is highly versatile and can be utilized for various financial research purposes:

• Market Analysis: Track the performance of key assets, compare volatility, and study correlations between different financial instruments.
• Risk Assessment: Analyze the impact of commodity price movements on related stock prices and evaluate market risks.
• Educational Use: Serve as a resource for teaching market trends, asset correlation, and the effects of global events on financial markets.

The dataset’s daily updates ensure that users have access to the most current data, which is crucial for real-time analysis and decision-making. Whether for academic research, market analysis, or financial modeling, the US_Stock_Data.csv dataset provides a valuable foundation for exploring the complexities of financial markets over the specified period.

Acknowledgements:

This dataset would not be possible without the contributions of Dhaval Patel, who initially curated the US stock market data spanning from 2020 to 2024. Full credit goes to Dhaval Patel for creating and maintaining the dataset. You can find the original dataset here: US Stock Market 2020 to 2024.

Discover the latest insights into the booming commodity trading services market. This comprehensive analysis reveals key drivers, trends, and challenges, featuring major players like Vitol, Glencore, and Cargill, and forecasting robust growth to 2033. Explore market segmentation, regional breakdowns, and future opportunities.

Commodity Trading Risk Management (CTRM) Software Market size was valued at USD 1.23 Billion in 2023 and is projected to reach USD 3.73 Billion by 2030, growing at a CAGR of 12.4% during the forecast period 2024-2030.Global Commodity Trading Risk Management (CTRM) Software Market DriversThe growth and development of the Commodity Trading Risk Management (CTRM) Software Market can be credited with a few key market drivers. Several of the major market drivers are listed below:G Volatility in Commodity Prices: To reduce price risk and maximise trading strategies, there is a need for sophisticated risk management solutions. These fluctuations in commodity prices are caused by a variety of factors, including supply and demand dynamics, geopolitical events, weather, and economic indicators.Commodity market globalisation: As commodity markets become more interconnected and globalised, they become more complex trading environments with a variety of counterparties, currencies, rules, and market structures. This increases the need for CTRM software to handle cross-border trading activities and compliance needs.Regulatory Compliance Requirements: In order to ensure compliance with regulations like Dodd-Frank, EMIR, MiFID II, and REMIT, regulatory bodies like the Commodity Futures Trading Commission (CFTC), European Securities and Markets Authority (ESMA), and other regulatory authorities impose strict regulatory requirements and reporting obligations. This leads to the adoption of CTRM software.

Explore the booming commodities trading services market, projected to reach trillions by 2033. This in-depth analysis reveals key market drivers, trends, and challenges, highlighting major players like Vitol, Glencore, and Cargill, and offering insights into regional market shares and future growth.

Europe Commodity Trading Transaction and Risk Management - CTRM Software market size will be USD 672.83 Million by 2023

Discover the booming global commodity services market, projected to reach $5.9 billion by 2033 with a 5.5% CAGR. This in-depth analysis reveals key drivers, trends, restraints, and top players like Vitol and Glencore, shaping the future of commodity trading.

Global Agriculture Commodity Trading and Risk Management Software market size 2021 was recorded $390.784 million whereas by the end of 2025 it will reach $475 million. According to the author, by 2033 Agriculture Commodity Trading and Risk Management Software market size will become $701.791. Agriculture Commodity Trading and Risk Management Software market will be growing at a CAGR of 5% during 2025 to 2033.

Discover the booming commodity trading platform market! This in-depth analysis reveals a $5 billion market poised for 8% CAGR growth to $8 billion by 2033, driven by algorithmic trading, online accessibility, and AI integration. Learn about key players, market trends, and future projections.

CRB Index rose to 378.33 Index Points on December 1, 2025, up 0.45% from the previous day. Over the past month, CRB Index's price has fallen 0.80%, but it is still 10.95% higher than a year ago, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. CRB Commodity Index - values, historical data, forecasts and news - updated on December of 2025.

The World Bank’s Commodity Markets Outlook is published quarterly, in January, April, July and October. The report provides detailed market analysis for major commodity groups, including energy, metals, agriculture, precious metals and fertilizers. Price forecasts to 2025 for 46 commodities are presented along with historical price data. For more information, please visit: http://www.worldbank.org/commodities For current and past data on Commodity Price Forecasts, please see the Archives data tab on the website.