100+ datasets found
  1. T

    Copper - Price Data

    • tradingeconomics.com
    • it.tradingeconomics.com
    • +13more
    csv, excel, json, xml
    Updated Oct 22, 2016
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    TRADING ECONOMICS (2016). Copper - Price Data [Dataset]. https://tradingeconomics.com/commodity/copper
    Explore at:
    json, xml, excel, csvAvailable download formats
    Dataset updated
    Oct 22, 2016
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jul 29, 1988 - Aug 1, 2025
    Area covered
    World
    Description

    Copper rose to 4.42 USD/Lbs on August 1, 2025, up 0.29% from the previous day. Over the past month, Copper's price has fallen 14.18%, but it is still 7.63% higher than a year ago, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. Copper - values, historical data, forecasts and news - updated on August of 2025.

  2. Copper Future Price Forecast

    • indexbox.io
    doc, docx, pdf, xls +1
    Updated Jul 1, 2025
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    IndexBox Inc. (2025). Copper Future Price Forecast [Dataset]. https://www.indexbox.io/search/copper-future-price-forecast/
    Explore at:
    xlsx, pdf, xls, doc, docxAvailable download formats
    Dataset updated
    Jul 1, 2025
    Dataset provided by
    IndexBox
    Authors
    IndexBox Inc.
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 2012 - Jul 28, 2025
    Variables measured
    Price CIF, Price FOB, Export Value, Import Price, Import Value, Export Prices, Export Volume, Import Volume
    Description

    According to industry experts and analysts, the future price forecast for copper shows a positive outlook. Factors driving the forecast include increasing demand from emerging economies, transition towards renewable energy, supply constraints, and geopolitical factors.

  3. Copper futures contracts price in the U.S. by month 2019-2024, with...

    • statista.com
    Updated Jul 9, 2025
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    Statista (2025). Copper futures contracts price in the U.S. by month 2019-2024, with forecasts to 2029 [Dataset]. https://www.statista.com/statistics/1239064/copper-futures-price-usa/
    Explore at:
    Dataset updated
    Jul 9, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    Jan 2019 - May 2024
    Area covered
    United States
    Description

    As of June 20, 2024, copper futures contracts to be settled in July 2029 were trading on U.S. markets at around *** U.S. dollars per pound. This is higher than the price of **** U.S. dollars per pound for contracts to be settled in January 2024, indicating that copper traders expect the price of copper to fluctuate. Copper futures are contracts that effectively lock in a price for an amount of copper to be purchased at a time in the future, which can then be traded on markets. Futures markets therefore provide an indicator of how investors think a commodities market will develop in the future.

  4. Copperindex: The Future of Copper Pricing? (Forecast)

    • kappasignal.com
    Updated Aug 19, 2024
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    KappaSignal (2024). Copperindex: The Future of Copper Pricing? (Forecast) [Dataset]. https://www.kappasignal.com/2024/08/copperindex-future-of-copper-pricing.html
    Explore at:
    Dataset updated
    Aug 19, 2024
    Dataset authored and provided by
    KappaSignal
    License

    https://www.kappasignal.com/p/legal-disclaimer.htmlhttps://www.kappasignal.com/p/legal-disclaimer.html

    Description

    This analysis presents a rigorous exploration of financial data, incorporating a diverse range of statistical features. By providing a robust foundation, it facilitates advanced research and innovative modeling techniques within the field of finance.

    Copperindex: The Future of Copper Pricing?

    Financial data:

    • Historical daily stock prices (open, high, low, close, volume)

    • Fundamental data (e.g., market capitalization, price to earnings P/E ratio, dividend yield, earnings per share EPS, price to earnings growth, debt-to-equity ratio, price-to-book ratio, current ratio, free cash flow, projected earnings growth, return on equity, dividend payout ratio, price to sales ratio, credit rating)

    • Technical indicators (e.g., moving averages, RSI, MACD, average directional index, aroon oscillator, stochastic oscillator, on-balance volume, accumulation/distribution A/D line, parabolic SAR indicator, bollinger bands indicators, fibonacci, williams percent range, commodity channel index)

    Machine learning features:

    • Feature engineering based on financial data and technical indicators

    • Sentiment analysis data from social media and news articles

    • Macroeconomic data (e.g., GDP, unemployment rate, interest rates, consumer spending, building permits, consumer confidence, inflation, producer price index, money supply, home sales, retail sales, bond yields)

    Potential Applications:

    • Stock price prediction

    • Portfolio optimization

    • Algorithmic trading

    • Market sentiment analysis

    • Risk management

    Use Cases:

    • Researchers investigating the effectiveness of machine learning in stock market prediction

    • Analysts developing quantitative trading Buy/Sell strategies

    • Individuals interested in building their own stock market prediction models

    • Students learning about machine learning and financial applications

    Additional Notes:

    • The dataset may include different levels of granularity (e.g., daily, hourly)

    • Data cleaning and preprocessing are essential before model training

    • Regular updates are recommended to maintain the accuracy and relevance of the data

  5. Scrap Copper Prices Futures

    • indexbox.io
    doc, docx, pdf, xls +1
    Updated Jul 1, 2025
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    IndexBox Inc. (2025). Scrap Copper Prices Futures [Dataset]. https://www.indexbox.io/search/scrap-copper-prices-futures/
    Explore at:
    pdf, xls, xlsx, doc, docxAvailable download formats
    Dataset updated
    Jul 1, 2025
    Dataset provided by
    IndexBox
    Authors
    IndexBox Inc.
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 2012 - Jul 22, 2025
    Variables measured
    Price CIF, Price FOB, Export Value, Import Price, Import Value, Export Prices, Export Volume, Import Volume
    Description

    Learn about the benefits of trading scrap copper futures, including how they can help manage exposure to copper price movements, hedge against rising prices, and profit from price predictions. Find out how these futures contracts are traded on commodity exchanges and the factors that influence the price of copper futures.

  6. Copper Market Analysis, Size, and Forecast 2024-2028: North America (US and...

    • technavio.com
    Updated Jun 22, 2024
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    Technavio (2024). Copper Market Analysis, Size, and Forecast 2024-2028: North America (US and Canada), Europe (France, Germany, Italy, and UK), Middle East and Africa (Egypt, KSA, Oman, and UAE), APAC (China, India, and Japan), South America (Argentina and Brazil), and Rest of World (ROW) [Dataset]. https://www.technavio.com/report/copper-market-industry-analysis
    Explore at:
    Dataset updated
    Jun 22, 2024
    Dataset provided by
    TechNavio
    Authors
    Technavio
    Time period covered
    2021 - 2025
    Area covered
    Germany, Saudi Arabia, United Kingdom, Canada, United States, Global
    Description

    Snapshot img

    Copper Market Size 2024-2028

    The copper market size is forecast to increase by USD 70 billion, at a CAGR of 6.78% between 2023 and 2028. The market is characterized by robust demand, particularly in the Asia-Pacific region, driven by technological innovations.

    Major Market Trends & Insights

    APAC dominated the market and accounted for a 73% share in 2022. The market is expected to grow significantly in North America region as well over the forecast period. Based on the Application, the electrical and electronics segment led the market and was valued at USD 82.20 billion of the global revenue in 2022. Based on the Type, the primary segment accounted for the largest market revenue share in 2022.

    Market Size & Forecast

    Market Opportunities: USD 191.60 Billion Future Opportunities: USD 70 Billion CAGR (2023-2028): 6.78% APAC: Largest market in 2022

    The market continues to evolve, driven by its versatility and essential role in various sectors. Copper wire production remains a significant application, with its superior metal conductivity enabling efficient power transmission. In the realm of manufacturing, metal conductivity testing plays a crucial role in ensuring product quality, while grain size distribution and material ductility are vital factors in heat exchanger design. Cathode production involves electrochemical deposition, a process that relies on thermal conductivity for optimal efficiency. Anode manufacturing, on the other hand, necessitates careful consideration of anode material properties, including corrosion resistance and surface treatment methods.

    What will be the Size of the Copper Market during the forecast period?

    Explore in-depth regional segment analysis with market size data - historical 2018-2022 and forecasts 2024-2028 - in the full report.
    Request Free Sample

    Semiconductor applications, such as soldering techniques and copper recycling methods, contribute to the industry's growth, with expectations for a 5% compound annual growth rate. The copper industry also encompasses microstructure analysis, thermal expansion coefficient, and the copper refining process, all integral to producing high-purity copper for various applications. Copper sheet rolling and material tensile strength are essential in metal forming processes, while casting processes utilize alloying elements to enhance electrical conductivity and thermal conductivity. Copper electroplating and brazing techniques are employed in the production of copper tubing fabrication, further expanding the market's reach. Copper alloys, with their unique properties, cater to diverse industries, from automotive to construction. The construction segment is the second largest segment of the application and was valued at USD 34.20 billion in 2022.

    Electrical resistivity and machining techniques are essential considerations in the production of these alloys, ensuring optimal performance and durability. In a recent example, a leading automotive manufacturer increased sales by 15% by implementing advanced copper alloy compositions in their engine components, enhancing thermal conductivity and material fatigue resistance. This innovation underscores the continuous unfolding of market activities and the evolving patterns in the copper industry.

    The technological sector's insatiable appetite for copper, as a key component in various electronic devices and infrastructure, fuels market growth. However, the market faces the significant challenge of price volatility. Fluctuations in copper prices pose a substantial risk for market participants, necessitating effective risk management strategies. Companies must navigate this price uncertainty while capitalizing on the burgeoning demand for copper in emerging technologies to remain competitive.

    In summary, the market is underpinned by strong demand from the Asia-Pacific region, driven by technological advancements, yet confronted by the challenge of price volatility. Companies must adopt agile strategies to capitalize on market opportunities and mitigate risks associated with copper price fluctuations.

    How is this Copper Industry segmented?

    The copper industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD billion' for the period 2024-2028, as well as historical data from 2018-2022 for the following segments.

    Application

    Electrical and electronics Construction Telecommunication Transportation Others

    Type

    Primary Secondary Oxygen-Free Electrolytic

    Product Form

    Wire Rods Tubes Sheets and Strips Plates Bars and Sections

    Geography

    North America

    US Canada

    Europe

    France Germany Italy UK

    Middle East and Africa

    Egypt KSA Oman UAE

    APAC

    China India Japan

    South America

    Argentina Brazil

    Rest of World (ROW)

    By Application Insights

    The electrical and electronics segment is estimated to witness significant growth during the forecast pe

  7. Copper Commodity Price Forecast

    • indexbox.io
    doc, docx, pdf, xls +1
    Updated Aug 1, 2025
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    IndexBox Inc. (2025). Copper Commodity Price Forecast [Dataset]. https://www.indexbox.io/search/copper-commodity-price-forecast/
    Explore at:
    doc, docx, pdf, xls, xlsxAvailable download formats
    Dataset updated
    Aug 1, 2025
    Dataset provided by
    IndexBox
    Authors
    IndexBox Inc.
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jan 1, 2012 - Aug 1, 2025
    Variables measured
    Price CIF, Price FOB, Export Value, Import Price, Import Value, Export Prices, Export Volume, Import Volume
    Description

    Learn about the various factors that influence the price of copper, including supply and demand dynamics, global economic trends, geopolitical events, and technical analysis. Discover how these factors can provide insights into potential price directions, although the future price of copper remains uncertain and can be influenced by unforeseen events and market shocks.

  8. Average prices for copper worldwide from 2014 to 2026

    • statista.com
    • ai-chatbox.pro
    Updated Apr 15, 2025
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    Statista (2025). Average prices for copper worldwide from 2014 to 2026 [Dataset]. https://www.statista.com/statistics/675854/average-prices-copper-worldwide/
    Explore at:
    Dataset updated
    Apr 15, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    Worldwide
    Description

    This statistic depicts the average annual prices for copper from 2014 through 2026*. In 2024, the average price for copper stood at 9,142 nominal U.S. dollars per metric ton.

  9. Copper Prices - Spot Price Per Ounce & Pound, Historical Data, Chart Trends

    • moneymetals.com
    csv, json
    Updated Feb 7, 2025
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    Money Metals (2025). Copper Prices - Spot Price Per Ounce & Pound, Historical Data, Chart Trends [Dataset]. https://www.moneymetals.com/copper-prices
    Explore at:
    json, csvAvailable download formats
    Dataset updated
    Feb 7, 2025
    Dataset provided by
    Money Metals Exchange
    Authors
    Money Metals
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Area covered
    Global
    Variables measured
    Copper Price Per Ounce, Copper Price Per Pound, Copper Price Historical Trend
    Description

    About This Dataset: Copper Prices and Market Trends

        This dataset provides **insights into copper prices**, including current rates, historical trends, and key factors affecting price fluctuations. Copper is essential in **construction**, **electronics**, and **transportation** industries. Investors, traders, and analysts use accurate copper price data to guide decisions related to **trading**, **futures**, and **commodity investments**.
    
        ### **Key Features of the Dataset**
    
        #### **Live Market Data and Updates**
        Stay updated with the latest **copper price per pound** in USD. This data is sourced from exchanges like the **London Metal Exchange (LME)** and **COMEX**. Price fluctuations result from **global supply-demand shifts**, currency changes, and geopolitical factors.
    
        #### **Interactive Copper Price Charts**
        Explore **dynamic charts** showcasing real-time and historical price movements. These compare copper with **gold**, **silver**, and **aluminium**, offering insights into **market trends** and inter-metal correlations.
    
        ### **Factors Driving Copper Prices**
    
        #### **1. Supply and Demand Dynamics**
        Global copper supply is driven by mining activities in regions like **Peru**, **China**, and the **United States**. Disruptions in production or policy changes can cause **supply shocks**. On the demand side, **industrial growth** in countries like **India** and **China** sustains demand for copper.
    
        #### **2. Economic and Industry Trends**
        Copper prices often reflect **economic trends**. The push for **renewable energy** and **electric vehicles** has boosted long-term demand. Conversely, economic downturns and **inflation** can reduce demand, lowering prices.
    
        #### **3. Impact of Currency and Trade Policies**
        As a globally traded commodity, copper prices are influenced by **currency fluctuations** and **tariff policies**. A strong **US dollar** typically suppresses copper prices by increasing costs for international buyers. Trade tensions can also disrupt **commodity markets**.
    
        ### **Applications and Benefits**
    
        This dataset supports **commodity investors**, **traders**, and **industry professionals**:
    
        - **Investors** forecast price trends and manage **investment risks**. 
        - **Analysts** perform **market research** using price data to assess **copper futures**. 
        - **Manufacturers** optimize supply chains and **cost forecasts**.
    
        Explore more about copper investments on **Money Metals**:
    
        - [**Buy Copper Products**](https://www.moneymetals.com/buy/copper) 
        - [**95% Copper Pennies (Pre-1983)**](https://www.moneymetals.com/pre-1983-95-percent-copper-pennies/4) 
        - [**Copper Buffalo Rounds**](https://www.moneymetals.com/copper-buffalo-round-1-avdp-oz-999-pure-copper/297)
    
        ### **Copper Price Comparisons with Other Metals**
    
        Copper prices often correlate with those of **industrial** and **precious metals**:
    
        - **Gold** and **silver** are sensitive to **inflation** and currency shifts. 
        - **Iron ore** and **aluminium** reflect changes in **global demand** within construction and manufacturing sectors.
    
        These correlations help traders develop **hedging strategies** and **investment models**.
    
        ### **Data Variables and Availability**
    
        Key metrics include:
    
        - **Copper Price Per Pound:** The current market price in USD. 
        - **Copper Futures Price:** Data from **COMEX** futures contracts. 
        - **Historical Price Trends:** Long-term movements, updated regularly. 
    
        Data is available in **CSV** and **JSON** formats, enabling integration with analytical tools and platforms.
    
        ### **Conclusion**
    
        Copper price data is crucial for **monitoring global commodity markets**. From **mining** to **investment strategies**, copper impacts industries worldwide. Reliable data supports **risk management**, **planning**, and **economic forecasting**.
    
        For more tools and data, visit the **Money Metals** [Copper Prices Page](https://www.moneymetals.com/copper-prices).
    
  10. m

    Copper Market Analysis | Industry Forecast, Size & Trends Report

    • mordorintelligence.com
    pdf,excel,csv,ppt
    Updated Apr 3, 2025
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    Mordor Intelligence (2025). Copper Market Analysis | Industry Forecast, Size & Trends Report [Dataset]. https://www.mordorintelligence.com/industry-reports/copper-market
    Explore at:
    pdf,excel,csv,pptAvailable download formats
    Dataset updated
    Apr 3, 2025
    Dataset authored and provided by
    Mordor Intelligence
    License

    https://www.mordorintelligence.com/privacy-policyhttps://www.mordorintelligence.com/privacy-policy

    Time period covered
    2019 - 2030
    Area covered
    Global
    Description

    The report covers Copper Usage by Industry and is segmented by End-user Industry (Automotive and Heavy Equipment, Construction, Electrical and Electronics, Industrial, and Other End-user Industries) and Geography (Asia-Pacific, North America, Europe, South America, and Middle-East and Africa). The report offers market size and forecast for the copper market in volume (kilo tons) for all the above segments.

  11. Copper Scrap Price Trend and Forecast

    • procurementresource.com
    Updated May 16, 2023
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    Procurement Resource (2023). Copper Scrap Price Trend and Forecast [Dataset]. https://www.procurementresource.com/resource-center/copper-scrap-price-trends
    Explore at:
    Dataset updated
    May 16, 2023
    Dataset provided by
    Authors
    Procurement Resource
    License

    https://www.procurementresource.com/privacy-policyhttps://www.procurementresource.com/privacy-policy

    Time period covered
    Jan 1, 2014 - Aug 1, 2027
    Area covered
    Latin America, North America, Europe, Asia, Middle East & Africa
    Description

    Get the latest insights on price movement and trend analysis of Copper Scrap in different regions across the world (Asia, Europe, North America, Latin America, and the Middle East Africa).

  12. Ero Copper's Copper Future: Shining Bright or Tarnishing? (ERO) (Forecast)

    • kappasignal.com
    Updated Feb 5, 2024
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    KappaSignal (2024). Ero Copper's Copper Future: Shining Bright or Tarnishing? (ERO) (Forecast) [Dataset]. https://www.kappasignal.com/2024/02/ero-coppers-copper-future-shining.html
    Explore at:
    Dataset updated
    Feb 5, 2024
    Dataset authored and provided by
    KappaSignal
    License

    https://www.kappasignal.com/p/legal-disclaimer.htmlhttps://www.kappasignal.com/p/legal-disclaimer.html

    Description

    This analysis presents a rigorous exploration of financial data, incorporating a diverse range of statistical features. By providing a robust foundation, it facilitates advanced research and innovative modeling techniques within the field of finance.

    Ero Copper's Copper Future: Shining Bright or Tarnishing? (ERO)

    Financial data:

    • Historical daily stock prices (open, high, low, close, volume)

    • Fundamental data (e.g., market capitalization, price to earnings P/E ratio, dividend yield, earnings per share EPS, price to earnings growth, debt-to-equity ratio, price-to-book ratio, current ratio, free cash flow, projected earnings growth, return on equity, dividend payout ratio, price to sales ratio, credit rating)

    • Technical indicators (e.g., moving averages, RSI, MACD, average directional index, aroon oscillator, stochastic oscillator, on-balance volume, accumulation/distribution A/D line, parabolic SAR indicator, bollinger bands indicators, fibonacci, williams percent range, commodity channel index)

    Machine learning features:

    • Feature engineering based on financial data and technical indicators

    • Sentiment analysis data from social media and news articles

    • Macroeconomic data (e.g., GDP, unemployment rate, interest rates, consumer spending, building permits, consumer confidence, inflation, producer price index, money supply, home sales, retail sales, bond yields)

    Potential Applications:

    • Stock price prediction

    • Portfolio optimization

    • Algorithmic trading

    • Market sentiment analysis

    • Risk management

    Use Cases:

    • Researchers investigating the effectiveness of machine learning in stock market prediction

    • Analysts developing quantitative trading Buy/Sell strategies

    • Individuals interested in building their own stock market prediction models

    • Students learning about machine learning and financial applications

    Additional Notes:

    • The dataset may include different levels of granularity (e.g., daily, hourly)

    • Data cleaning and preprocessing are essential before model training

    • Regular updates are recommended to maintain the accuracy and relevance of the data

  13. Copperindex: The Key to Understanding Copper's Future? (Forecast)

    • kappasignal.com
    Updated Sep 5, 2024
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    KappaSignal (2024). Copperindex: The Key to Understanding Copper's Future? (Forecast) [Dataset]. https://www.kappasignal.com/2024/09/copperindex-key-to-understanding.html
    Explore at:
    Dataset updated
    Sep 5, 2024
    Dataset authored and provided by
    KappaSignal
    License

    https://www.kappasignal.com/p/legal-disclaimer.htmlhttps://www.kappasignal.com/p/legal-disclaimer.html

    Description

    This analysis presents a rigorous exploration of financial data, incorporating a diverse range of statistical features. By providing a robust foundation, it facilitates advanced research and innovative modeling techniques within the field of finance.

    Copperindex: The Key to Understanding Copper's Future?

    Financial data:

    • Historical daily stock prices (open, high, low, close, volume)

    • Fundamental data (e.g., market capitalization, price to earnings P/E ratio, dividend yield, earnings per share EPS, price to earnings growth, debt-to-equity ratio, price-to-book ratio, current ratio, free cash flow, projected earnings growth, return on equity, dividend payout ratio, price to sales ratio, credit rating)

    • Technical indicators (e.g., moving averages, RSI, MACD, average directional index, aroon oscillator, stochastic oscillator, on-balance volume, accumulation/distribution A/D line, parabolic SAR indicator, bollinger bands indicators, fibonacci, williams percent range, commodity channel index)

    Machine learning features:

    • Feature engineering based on financial data and technical indicators

    • Sentiment analysis data from social media and news articles

    • Macroeconomic data (e.g., GDP, unemployment rate, interest rates, consumer spending, building permits, consumer confidence, inflation, producer price index, money supply, home sales, retail sales, bond yields)

    Potential Applications:

    • Stock price prediction

    • Portfolio optimization

    • Algorithmic trading

    • Market sentiment analysis

    • Risk management

    Use Cases:

    • Researchers investigating the effectiveness of machine learning in stock market prediction

    • Analysts developing quantitative trading Buy/Sell strategies

    • Individuals interested in building their own stock market prediction models

    • Students learning about machine learning and financial applications

    Additional Notes:

    • The dataset may include different levels of granularity (e.g., daily, hourly)

    • Data cleaning and preprocessing are essential before model training

    • Regular updates are recommended to maintain the accuracy and relevance of the data

  14. f

    Summary of the LSTM model parameters.

    • plos.figshare.com
    xls
    Updated Oct 30, 2023
    + more versions
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    Jiahao Chen; Jiahui Yi; Kailei Liu; Jinhua Cheng; Yin Feng; Chuandi Fang (2023). Summary of the LSTM model parameters. [Dataset]. http://doi.org/10.1371/journal.pone.0285631.t004
    Explore at:
    xlsAvailable download formats
    Dataset updated
    Oct 30, 2023
    Dataset provided by
    PLOS ONE
    Authors
    Jiahao Chen; Jiahui Yi; Kailei Liu; Jinhua Cheng; Yin Feng; Chuandi Fang
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    Copper is an important mineral and fluctuations in copper prices can affect the stable functioning of some countries’ economies. Policy makers, futures traders and individual investors are very concerned about copper prices. In a recent paper, we use an artificial intelligence model long short-term memory (LSTM) to predict copper prices. To improve the efficiency of long short-term memory (LSTM) model, we introduced a simulated annealing (SA) algorithm to find the best combination of hyperparameters. The feature engineering problem of the AI model is then solved by correlation analysis. Three economic indicators, West Texas Intermediate Oil Price, Gold Price and Silver Price, which are highly correlated with copper prices, were selected as inputs to be used in the training and forecasting model. Three different copper price time periods, namely 485, 363 and 242 days, were chosen for the model forecasts. The forecast errors are 0.00195, 0.0019 and 0.00097, respectively. Compared with the existing literature, the prediction results of this paper are more accurate and less error. The research in this paper provides a reliable reference for analyzing future copper price changes.

  15. R

    Red Copper Report

    • promarketreports.com
    doc, pdf, ppt
    Updated Apr 3, 2025
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    Pro Market Reports (2025). Red Copper Report [Dataset]. https://www.promarketreports.com/reports/red-copper-77788
    Explore at:
    pdf, ppt, docAvailable download formats
    Dataset updated
    Apr 3, 2025
    Dataset authored and provided by
    Pro Market Reports
    License

    https://www.promarketreports.com/privacy-policyhttps://www.promarketreports.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The global red copper market is experiencing robust growth, driven by increasing demand across diverse sectors. While precise market size figures aren't provided, let's assume a 2025 market value of $15 billion based on industry reports and the provided information about similar copper markets. Considering a CAGR (Compound Annual Growth Rate) of, let's say, 5% (a reasonable estimate for the copper market given its consistent growth), the market is projected to reach approximately $20 billion by 2030 and potentially exceed $25 billion by 2033. This growth is fueled by several key factors. The expanding electrical industrial sector, particularly in developing economies, requires significant quantities of red copper for wiring and electrical components. Simultaneously, the burgeoning electronics industry necessitates high-purity red copper for intricate circuitry and components. Furthermore, the construction sector's continuous development globally contributes to rising demand. However, fluctuating copper prices, influenced by global economic conditions and supply chain disruptions, represent a significant restraint. Additionally, the exploration and extraction of copper face environmental concerns that need to be addressed for sustainable market growth. Competitive pressures among major players like Aurubis, KME Group, and Wieland Group, also influence market dynamics. The market is segmented by type (bright copper, burning line, enameled wire, etc.) and application (electrical industrial, electronic components, construction, etc.), with each segment exhibiting unique growth trajectories. Regionally, North America and Asia Pacific are anticipated to dominate the market, driven by robust infrastructure development and industrialization. The red copper market's future trajectory hinges on the interplay of these driving forces and restraints. Continued technological advancements in electronics and the construction sector will likely propel demand. Conversely, effectively managing fluctuating copper prices and addressing environmental concerns are vital to sustaining the long-term growth of the red copper market. Strategic investments in responsible mining practices and supply chain optimization will be crucial for market players to ensure sustainable growth and mitigate risks associated with raw material sourcing and volatile market conditions. Furthermore, innovation in copper alloys and advanced manufacturing techniques could unlock new applications and further fuel market expansion. This in-depth report provides a comprehensive analysis of the global red copper market, offering invaluable insights for businesses operating within this dynamic sector. We delve into market size, concentration, key trends, regional dominance, product specifications, and future growth projections, incorporating data analysis and expert forecasts to provide a clear and actionable strategic overview. The report is ideal for investors, manufacturers, suppliers, and anyone seeking to understand and capitalize on the opportunities within the red copper industry. Keywords: Red Copper Market, Copper Market Analysis, Copper Industry Trends, Copper Price Forecast, Bright Copper, Enameled Copper Wire, Copper Applications, Copper Manufacturing, Global Copper Market, Copper Industry Growth, Copper Market Segmentation

  16. m

    Copper Scrap Market Size, Share & Future Trends Analysis 2033

    • marketresearchintellect.com
    Updated Mar 15, 2024
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    Market Research Intellect (2024). Copper Scrap Market Size, Share & Future Trends Analysis 2033 [Dataset]. https://www.marketresearchintellect.com/product/copper-scrap-market-size-and-forecast/
    Explore at:
    Dataset updated
    Mar 15, 2024
    Dataset authored and provided by
    Market Research Intellect
    License

    https://www.marketresearchintellect.com/privacy-policyhttps://www.marketresearchintellect.com/privacy-policy

    Area covered
    Global
    Description

    Check out Market Research Intellect's Copper Scrap Market Report, valued at USD 45.3 billion in 2024, with a projected growth to USD 67.8 billion by 2033 at a CAGR of 5.8% (2026-2033).

  17. C

    USA and Canada Copper Market Insights – Demand, Size & Industry Trends 2025...

    • futuremarketinsights.com
    html, pdf
    Updated Jul 8, 2025
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    Future Market Insights (2025). USA and Canada Copper Market Insights – Demand, Size & Industry Trends 2025 to 2035 [Dataset]. https://www.futuremarketinsights.com/reports/usa-and-canada-copper-market
    Explore at:
    pdf, htmlAvailable download formats
    Dataset updated
    Jul 8, 2025
    Dataset authored and provided by
    Future Market Insights
    License

    https://www.futuremarketinsights.com/privacy-policyhttps://www.futuremarketinsights.com/privacy-policy

    Time period covered
    2025 - 2035
    Area covered
    Worldwide, United States, Canada
    Description

    The copper market in the USA and Canada is forecasted to grow from USD 23.09 billion in 2025 to USD 37.88 billion by 2035, advancing at a CAGR of 5.1% over the assessment period.

    MetricsKey Values
    Industry Size (2025E)USD 23.09 billion
    Industry Value (2035F)USD 37.88 billion
    CAGR(2025 to 2035)5.1%
  18. a

    Copper

    • cdn-ceo-ca.s3.amazonaws.com
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    TRADING ECONOMICS, Copper [Dataset]. https://cdn-ceo-ca.s3.amazonaws.com/1h5beb8-Copper%20-%202022%20Data%20-%201988-2021%20Historical%20-%202023%20Forecast%20-%20Price%20-%20Quote%20-%20Chart.html
    Explore at:
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Jul 29, 1988 - Apr 12, 2022
    Area covered
    Commodity
    Description

    Copper futures traded close to the $4.7-per-pound level, not far from an all-time high of $5 hit on March 7th amid a tight market as investors weigh lower supply from top producer Chile, disruptions caused by the war in Ukraine, and assess the impact of the latest Covid outbreak in China in both demand and supply. Copper output in Chile, the world's largest producer, fell 7% from a year earlier to 394,700 tonnes in February, following a 7.5% fall in January and a 1.9% decline in 2021 production. Meanwhile, Chinese authorities extended a lockdown in Shanghai, an industrial powerhouse and major port, further threatening global supply chains. Logistics operators report that restrictions are already making it harder to move goods around and keep factories operating at full capacity. Elsewhere, Peru's ministry of economy and finance said that the world’s second-largest copper supplier will target the excess profits that mining companies earned from rising metal prices around the world. Historically, Copper reached an all time high of 5.02 in March of 2022.

  19. C

    Copper Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated Jun 30, 2025
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    Data Insights Market (2025). Copper Report [Dataset]. https://www.datainsightsmarket.com/reports/copper-236367
    Explore at:
    pdf, ppt, docAvailable download formats
    Dataset updated
    Jun 30, 2025
    Dataset authored and provided by
    Data Insights Market
    License

    https://www.datainsightsmarket.com/privacy-policyhttps://www.datainsightsmarket.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The global copper market, valued at $223,720 million in 2025, is projected to experience steady growth, driven primarily by the increasing demand from the construction, electrical, and transportation sectors. The construction industry's reliance on copper wiring and plumbing, coupled with the burgeoning electric vehicle (EV) market's significant copper consumption in batteries and electric motors, are key growth catalysts. Technological advancements in copper alloy development, leading to improved conductivity and durability, are further fueling market expansion. However, fluctuating copper prices, influenced by global economic conditions and supply chain disruptions, pose a significant challenge to market stability. Furthermore, the increasing adoption of alternative materials in certain applications, like fiber optics in telecommunications, could moderately constrain market growth. Considering a 3% CAGR, the market is expected to reach approximately $260,000 million by 2033, with significant regional variations based on economic development and infrastructure investments. Major players such as Aurubis, Jiangxi Copper, and others will continue to shape the market landscape through strategic partnerships, technological innovation, and expansion into emerging markets. The competitive landscape is characterized by both large established players and smaller specialized producers. Established players benefit from economies of scale and strong global distribution networks, while smaller players often focus on niche applications and specialized alloys. Future market growth will depend on effective supply chain management, diversification of sourcing strategies to mitigate geopolitical risks, and investments in sustainable mining and processing practices to address environmental concerns. The industry’s focus will likely shift toward enhanced recycling programs to address sustainability goals and reduce reliance on primary copper production. Government regulations regarding environmental protection and responsible sourcing will play a vital role in shaping industry practices and long-term market trends.

  20. Copper Products Market Analysis APAC, North America, Europe, South America,...

    • technavio.com
    Updated Feb 24, 2025
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    Technavio (2025). Copper Products Market Analysis APAC, North America, Europe, South America, Middle East and Africa - China, US, Japan, India, South Korea, Australia, Canada, Germany, UK, Brazil - Size and Forecast 2025-2029 [Dataset]. https://www.technavio.com/report/copper-products-market-analysis
    Explore at:
    Dataset updated
    Feb 24, 2025
    Dataset provided by
    TechNavio
    Authors
    Technavio
    Time period covered
    2021 - 2025
    Area covered
    Global, United States, Canada
    Description

    Snapshot img

    Copper Products Market Size 2025-2029

    The copper products market size is forecast to increase by USD 86.4 billion, at a CAGR of 6.7% between 2024 and 2029.

    The market is experiencing significant growth, driven by key trends such as the increasing emphasis on copper product recycling and advancements in copper alloys. These factors contribute to the market's expansion, despite fluctuations in copper prices. The use of copper alloys in various industries, including construction, automotive, and electrical, continues to increase due to their superior properties, such as conductivity, durability, and resistance to corrosion. Renewable energy technologies, including wind turbines and solar panels, also heavily rely on copper. Moreover, the recycling of copper products is gaining traction as a sustainable solution to reduce the environmental impact of mining and production. These trends are expected to shape the future of the market, offering opportunities for growth and innovation.
    

    What will be the Size of the Copper Products Market During the Forecast Period?

    Request Free Sample

    The market encompasses a diverse range of applications, including wires and cables for electrification in various sectors, electrical components such as dynamos, transformers, motors, electromagnets, switches, and communication cables. Copper's unique properties as an electricity and heat conductor make it an essential component in residential electrical circuits, as well as In the manufacturing of electronic devices and machinery. The market's growth is driven by increasing demand for electrification and the proliferation of electronic devices.
    The circular economy and sustainability efforts have also influenced the copper industry, with recycling and the use of copper alloys like cupronickel and sterling silver gaining importance. Investors and policymakers recognize copper's role as a critical resource for the transition to a low-carbon economy, further fueling market expansion. Overall, the market is expected to continue growing, underpinned by its versatility and indispensable role in numerous industries.
    

    How is this Copper Products Industry segmented and which is the largest segment?

    The copper products industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD billion' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments.

    Product
    
      Copper wire
      Copper pipes and tubes
      Copper foil
      Copper sheet
      Others
    
    
    Application
    
      Building and construction
      Electrical and electronic products
      Industrial machinery
      Transportation
      Others
    
    
    Geography
    
      APAC
    
        China
        India
        Japan
        South Korea
    
    
      North America
    
        Canada
        US
    
    
      Europe
    
        Germany
        UK
    
    
      South America
    
        Brazil
    
    
      Middle East and Africa
    

    By Product Insights

    The copper wire segment is estimated to witness significant growth during the forecast period.
    

    Copper wire plays a vital role in various sectors, including residential, commercial, and industrial applications. In residential buildings, it ensures the safe and efficient distribution of power for lighting systems and electrical wiring. In commercial settings, copper wire provides electrical connectivity for lighting fixtures, power outlets, HVAC systems, security systems, and communication networks. Industrial applications include powering machinery, motors, and control systems in manufacturing plants, factories, warehouses, and industrial facilities. Copper's advantages include flexibility and ease of installation. It is also a superior conductor of electricity and heat, making it essential in power generation, transmission, and renewable energy sectors, such as wind turbines and solar panels.

    Copper's recyclability aligns with sustainability efforts and circular economy initiatives. Copper's applications extend to electrical devices, wires and cables, dynamos, transformers, motors, electromagnets, switches, communication cables, and housing demand projects like hotels and electric vehicles. Copper's thermal and electrical conductivity is crucial for power plants, generators, transmission lines, and infrastructure investment in transportation equipment and household appliances.

    Get a glance at the Copper Products Industry report of share of various segments Request Free Sample

    The copper wire segment was valued at USD 129.70 billion in 2019 and showed a gradual increase during the forecast period.

    Regional Analysis

    APAC is estimated to contribute 69% to the growth of the global market during the forecast period.
    

    Technavio's analysts have elaborately explained the regional trends and drivers that shape the market during the forecast period.

    For more insights on the market share of various regions, Request Free Sample

    The market in Asia Pacific (APAC) is character

Share
FacebookFacebook
TwitterTwitter
Email
Click to copy link
Link copied
Close
Cite
TRADING ECONOMICS (2016). Copper - Price Data [Dataset]. https://tradingeconomics.com/commodity/copper

Copper - Price Data

Copper - Historical Dataset (1988-07-29/2025-08-01)

Explore at:
121 scholarly articles cite this dataset (View in Google Scholar)
json, xml, excel, csvAvailable download formats
Dataset updated
Oct 22, 2016
Dataset authored and provided by
TRADING ECONOMICS
License

Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
License information was derived automatically

Time period covered
Jul 29, 1988 - Aug 1, 2025
Area covered
World
Description

Copper rose to 4.42 USD/Lbs on August 1, 2025, up 0.29% from the previous day. Over the past month, Copper's price has fallen 14.18%, but it is still 7.63% higher than a year ago, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. Copper - values, historical data, forecasts and news - updated on August of 2025.

Search
Clear search
Close search
Google apps
Main menu