100+ datasets found
  1. T

    Hong Kong Stock Market Index (HK50) Data

    • tradingeconomics.com
    • jp.tradingeconomics.com
    • +13more
    csv, excel, json, xml
    Updated Feb 2, 2024
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    TRADING ECONOMICS (2024). Hong Kong Stock Market Index (HK50) Data [Dataset]. https://tradingeconomics.com/hong-kong/stock-market
    Explore at:
    excel, csv, xml, jsonAvailable download formats
    Dataset updated
    Feb 2, 2024
    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 31, 1964 - Jul 23, 2025
    Area covered
    Hong Kong
    Description

    Hong Kong's main stock market index, the HK50, rose to 25528 points on July 23, 2025, gaining 1.58% from the previous session. Over the past month, the index has climbed 5.59% and is up 47.47% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks this benchmark index from Hong Kong. Hong Kong Stock Market Index (HK50) - values, historical data, forecasts and news - updated on July of 2025.

  2. Monthly Hang Seng Index performance 2019-2025

    • statista.com
    Updated May 12, 2025
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    Statista (2025). Monthly Hang Seng Index performance 2019-2025 [Dataset]. https://www.statista.com/statistics/452949/monthly-hang-seng-index-performance/
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    Dataset updated
    May 12, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    Apr 2019 - Apr 2025
    Area covered
    China, Hong Kong
    Description

    As of April 2025, the Hang Seng Index at the Hong Kong Exchange amounted to ********* points. After the outbreak of COVID-19, the index dropped as part of a broader Pan-Asian trend. However, by the end of 2020, when the pandemic situation stabilized in many countries and news about a vaccine rollout came out, the Hang Seng Index recovered and recorded significant increases every month. Index composition The Hang Seng Index is the most prominent indicator of stock performance on the Hong Kong Exchange. By including the 50 largest companies, the index represents the market movements of more than half of the bourse’s market capitalization. In addition to that, the Hang Seng Index has numerous smaller indices which mirror smaller industries or market sections. The Hang Seng Composite Index One example of a sub-index is the Hang Seng Composite Index. It reflects the performance of the top 95 percentile of the total market capitalization. The financial industry accounted for the largest share of companies included in the index, followed by the information technology sector. Prominent companies represented in the index are Tencent, AIA, and Meituan.

  3. T

    Hong Kong Stock Market Index (HK50) - Index Price | Live Quote | Historical...

    • tradingeconomics.com
    csv, excel, json, xml
    Updated May 29, 2017
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    TRADING ECONOMICS (2017). Hong Kong Stock Market Index (HK50) - Index Price | Live Quote | Historical Chart [Dataset]. https://tradingeconomics.com/hsi:ind
    Explore at:
    json, csv, xml, excelAvailable download formats
    Dataset updated
    May 29, 2017
    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
    Jan 1, 2000 - Jul 22, 2025
    Area covered
    Hong Kong
    Description

    Prices for Hong Kong Stock Market Index (HK50) including live quotes, historical charts and news. Hong Kong Stock Market Index (HK50) was last updated by Trading Economics this July 22 of 2025.

  4. Hong Kong SAR, China Index: Hang Seng China 50 Index

    • ceicdata.com
    Updated Mar 15, 2023
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    CEICdata.com (2025). Hong Kong SAR, China Index: Hang Seng China 50 Index [Dataset]. https://www.ceicdata.com/en/hong-kong/main-board-stock-market-index/index-hang-seng-china-50-index
    Explore at:
    Dataset updated
    Mar 15, 2023
    Dataset provided by
    CEIC Data
    License

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

    Time period covered
    May 1, 2017 - Apr 1, 2018
    Area covered
    Hong Kong
    Variables measured
    Securities Exchange Index
    Description

    Hong Kong Index: Hang Seng China 50 Index data was reported at 7,587.620 NA in Nov 2018. This records an increase from the previous number of 7,357.360 NA for Oct 2018. Hong Kong Index: Hang Seng China 50 Index data is updated monthly, averaging 5,569.140 NA from Jan 2000 (Median) to Nov 2018, with 227 observations. The data reached an all-time high of 10,962.480 NA in Oct 2007 and a record low of 1,537.860 NA in Dec 2002. Hong Kong Index: Hang Seng China 50 Index data remains active status in CEIC and is reported by Hong Kong Exchanges and Clearing Limited. The data is categorized under Global Database’s Hong Kong SAR – Table HK.Z001: Main Board: Stock Market Index.

  5. Annual Hang Seng index performance 1986-2024

    • statista.com
    Updated Feb 28, 2025
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    Statista (2025). Annual Hang Seng index performance 1986-2024 [Dataset]. https://www.statista.com/statistics/292992/hang-seng-index-performance/
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    Dataset updated
    Feb 28, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    Hong Kong
    Description

    The statistic shows the annual development of the Hang Seng index from 1986 to 2024. The Hang Seng index reflects the performance of the largest stocks traded on the Hong Kong Stock Exchange. The year value of the Hang Seng index amounted to 20,059.95 by the end of 2023.

  6. H

    Hong Kong SAR, China Hong Kong Stock Exchange: Index: Total Return: Hang...

    • ceicdata.com
    Updated May 16, 2024
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    CEICdata.com (2024). Hong Kong SAR, China Hong Kong Stock Exchange: Index: Total Return: Hang Seng China (Hong Kong Listed) 25 Index [Dataset]. https://www.ceicdata.com/en/hong-kong/hong-kong-stock-exchange-monthly/hong-kong-stock-exchange-index-total-return-hang-seng-china-hong-kong-listed-25-index
    Explore at:
    Dataset updated
    May 16, 2024
    Dataset provided by
    CEICdata.com
    License

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

    Time period covered
    Mar 1, 2024 - Feb 1, 2025
    Area covered
    Hong Kong
    Description

    Hong Kong SAR (China) Hong Kong Stock Exchange: Index: Total Return: Hang Seng China (Hong Kong Listed) 25 Index data was reported at 19,406.950 NA in Apr 2025. This records a decrease from the previous number of 20,408.380 NA for Mar 2025. Hong Kong SAR (China) Hong Kong Stock Exchange: Index: Total Return: Hang Seng China (Hong Kong Listed) 25 Index data is updated monthly, averaging 14,802.300 NA from Jun 2013 (Median) to Apr 2025, with 143 observations. The data reached an all-time high of 20,571.990 NA in Jan 2018 and a record low of 10,167.910 NA in Oct 2022. Hong Kong SAR (China) Hong Kong Stock Exchange: Index: Total Return: Hang Seng China (Hong Kong Listed) 25 Index data remains active status in CEIC and is reported by Exchange Data International Limited. The data is categorized under Global Database’s Hong Kong SAR (China) – Table HK.EDI.SE: Hong Kong Stock Exchange: Monthly.

  7. M

    Hang Seng Composite Index - Historical Chart

    • macrotrends.net
    csv
    Updated Jul 31, 2025
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    MACROTRENDS (2025). Hang Seng Composite Index - Historical Chart [Dataset]. https://www.macrotrends.net/2594/hang-seng-composite-index-historical-chart-data
    Explore at:
    csvAvailable download formats
    Dataset updated
    Jul 31, 2025
    Dataset authored and provided by
    MACROTRENDS
    License

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

    Time period covered
    1986 - 2025
    Area covered
    United States
    Description

    Interactive daily chart of the Hong Kong Hang Seng Composite stock market index back to 1986. Each data point represents the closing value for that trading day and is denominated in hong kong dollars (HKD). The current price is updated on an hourly basis with today's latest value.

  8. Hang Seng Index: The Future of Hong Kong? (Forecast)

    • kappasignal.com
    Updated Aug 30, 2024
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    KappaSignal (2024). Hang Seng Index: The Future of Hong Kong? (Forecast) [Dataset]. https://www.kappasignal.com/2024/08/hang-seng-index-future-of-hong-kong.html
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    Dataset updated
    Aug 30, 2024
    Dataset authored and provided by
    KappaSignal
    License

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

    Area covered
    Hong Kong
    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.

    Hang Seng Index: The Future of Hong Kong?

    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

  9. Industry distribution of the Hang Seng Composite Index in Hong Kong 2024

    • statista.com
    Updated Jul 10, 2025
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    Statista (2025). Industry distribution of the Hang Seng Composite Index in Hong Kong 2024 [Dataset]. https://www.statista.com/statistics/1230967/hong-kong-industry-weighting-of-hsci/
    Explore at:
    Dataset updated
    Jul 10, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    Oct 2024
    Area covered
    Hong Kong
    Description

    As of October 2024, the industry weighting of the financial industry in the Hang Seng Composite Index (HSCI) accounted for ** percent. It was the largest subsection within the index, followed by the consumer discretionary sector. The index includes the top 95th percentile of companies at the Hong Kong Exchange.

  10. Hong Kong SAR, China Equity Market Index

    • ceicdata.com
    Updated Mar 13, 2025
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    CEICdata.com (2025). Hong Kong SAR, China Equity Market Index [Dataset]. https://www.ceicdata.com/en/indicator/hong-kong/equity-market-index
    Explore at:
    Dataset updated
    Mar 13, 2025
    Dataset provided by
    CEIC Data
    License

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

    Time period covered
    Mar 1, 2024 - Feb 1, 2025
    Area covered
    Hong Kong
    Variables measured
    Securities Exchange Index
    Description

    Key information about Hong Kong SAR (China) Hang Seng

    • Hong Kong SAR (China) Hang Seng closed at 22,941.3 points in Feb 2025, compared with 20,225.1 points at the previous month end
    • Hong Kong SAR (China) Equity Market Index: Month End: Hang Seng data is updated monthly, available from Jul 1964 to Feb 2025, with an average number of 8,846.5 points
    • The data reached an all-time high of 32,887.3 points in Jan 2018 and a record low of 58.6 points in Aug 1967




    Further information about Hong Kong SAR (China) Hang Seng

    • In the latest reports, Hang Seng recorded a daily P/E ratio of 13.1 in Mar 2025

  11. Hong Kong SAR, China Total Return Index: Hang Seng Index

    • ceicdata.com
    Updated Apr 15, 2018
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    CEICdata.com (2018). Hong Kong SAR, China Total Return Index: Hang Seng Index [Dataset]. https://www.ceicdata.com/en/hong-kong/main-board-stock-market-index/total-return-index-hang-seng-index
    Explore at:
    Dataset updated
    Apr 15, 2018
    Dataset provided by
    CEIC Data
    License

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

    Time period covered
    May 1, 2017 - Apr 1, 2018
    Area covered
    Hong Kong
    Variables measured
    Securities Exchange Index
    Description

    Hong Kong Total Return Index: Hang Seng Index data was reported at 74,068.820 02Jan1990=2838.07 in Nov 2018. This records an increase from the previous number of 69,722.850 02Jan1990=2838.07 for Oct 2018. Hong Kong Total Return Index: Hang Seng Index data is updated monthly, averaging 23,979.930 02Jan1990=2838.07 from Jan 1990 (Median) to Nov 2018, with 347 observations. The data reached an all-time high of 88,755.560 02Jan1990=2838.07 in Jan 2018 and a record low of 2,753.510 02Jan1990=2838.07 in Jan 1990. Hong Kong Total Return Index: Hang Seng Index data remains active status in CEIC and is reported by Hong Kong Exchanges and Clearing Limited. The data is categorized under Global Database’s Hong Kong SAR – Table HK.Z001: Main Board: Stock Market Index.

  12. T

    Hong Kong House Price Index

    • tradingeconomics.com
    • ko.tradingeconomics.com
    • +13more
    csv, excel, json, xml
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    TRADING ECONOMICS, Hong Kong House Price Index [Dataset]. https://tradingeconomics.com/hong-kong/housing-index
    Explore at:
    excel, xml, csv, jsonAvailable download formats
    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
    Jan 2, 1994 - Jul 13, 2025
    Area covered
    Hong Kong
    Description

    Housing Index in Hong Kong decreased to 136.44 points in July 13 from 136.68 points in the previous week. This dataset provides - Hong Kong House Price Index - actual values, historical data, forecast, chart, statistics, economic calendar and news.

  13. Hong Kong SAR, China Index: Hang Seng China AH Index: H Index

    • ceicdata.com
    Updated Apr 15, 2018
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    CEICdata.com (2018). Hong Kong SAR, China Index: Hang Seng China AH Index: H Index [Dataset]. https://www.ceicdata.com/en/hong-kong/main-board-stock-market-index/index-hang-seng-china-ah-index-h-index
    Explore at:
    Dataset updated
    Apr 15, 2018
    Dataset provided by
    CEIC Data
    License

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

    Time period covered
    May 1, 2017 - Apr 1, 2018
    Area covered
    Hong Kong
    Variables measured
    Securities Exchange Index
    Description

    Hong Kong Index: Hang Seng China AH Index: H Index data was reported at 2,064.250 NA in Nov 2018. This records an increase from the previous number of 1,975.150 NA for Oct 2018. Hong Kong Index: Hang Seng China AH Index: H Index data is updated monthly, averaging 1,893.270 NA from Jan 2006 (Median) to Nov 2018, with 155 observations. The data reached an all-time high of 3,257.840 NA in Oct 2007 and a record low of 1,066.040 NA in Jun 2006. Hong Kong Index: Hang Seng China AH Index: H Index data remains active status in CEIC and is reported by Hong Kong Exchanges and Clearing Limited. The data is categorized under Global Database’s Hong Kong SAR – Table HK.Z001: Main Board: Stock Market Index.

  14. F

    Consumer Price Index for Hong Kong SAR, China

    • fred.stlouisfed.org
    json
    Updated Mar 23, 2022
    + more versions
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    (2022). Consumer Price Index for Hong Kong SAR, China [Dataset]. https://fred.stlouisfed.org/series/DDOE02HKA086NWDB
    Explore at:
    jsonAvailable download formats
    Dataset updated
    Mar 23, 2022
    License

    https://fred.stlouisfed.org/legal/#copyright-public-domainhttps://fred.stlouisfed.org/legal/#copyright-public-domain

    Area covered
    Hong Kong
    Description

    Graph and download economic data for Consumer Price Index for Hong Kong SAR, China (DDOE02HKA086NWDB) from 1980 to 2017 about Hong Kong, CPI, price index, indexes, and price.

  15. H

    Hong Kong Liberal democracy index - data, chart | TheGlobalEconomy.com

    • pl.theglobaleconomy.com
    csv, excel, xml
    Updated Jun 26, 2024
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    Globalen LLC (2024). Hong Kong Liberal democracy index - data, chart | TheGlobalEconomy.com [Dataset]. pl.theglobaleconomy.com/Hong-Kong/liberal_democracy_index/
    Explore at:
    xml, excel, csvAvailable download formats
    Dataset updated
    Jun 26, 2024
    Dataset authored and provided by
    Globalen LLC
    License

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

    Time period covered
    Dec 31, 1960 - Dec 31, 2023
    Area covered
    Hong Kong
    Description

    Hong Kong: Liberal democracy index : The latest value from 2023 is 0.124 index points, a decline from 0.136 index points in 2022. In comparison, the world average is 0.385 index points, based on data from 171 countries. Historically, the average for Hong Kong from 1960 to 2023 is 0.246 index points. The minimum value, 0.124 index points, was reached in 2023 while the maximum of 0.324 index points was recorded in 1998.

  16. Retail value index Hong Kong 2014-2024

    • statista.com
    • ai-chatbox.pro
    Updated Jul 10, 2025
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    Statista (2025). Retail value index Hong Kong 2014-2024 [Dataset]. https://www.statista.com/statistics/1270937/hong-kong-value-index-of-retail-sales/
    Explore at:
    Dataset updated
    Jul 10, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    Hong Kong
    Description

    Hong Kong's retail sales value index was scaled at ***** in 2024. This indicated a year-over-year decrease of *** percent from ***** in the previous year.

  17. T

    Hong Kong - Real Effective Exchange Rate Index (2000 = 100)

    • tradingeconomics.com
    csv, excel, json, xml
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    TRADING ECONOMICS, Hong Kong - Real Effective Exchange Rate Index (2000 = 100) [Dataset]. https://tradingeconomics.com/hong-kong/real-effective-exchange-rate-index-2010--100-wb-data.html
    Explore at:
    excel, json, csv, xmlAvailable download formats
    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
    Jan 1, 1976 - Dec 31, 2025
    Area covered
    Hong Kong
    Description

    Real effective exchange rate index (2010 = 100) in Hong Kong was reported at 126 % in 2021, according to the World Bank collection of development indicators, compiled from officially recognized sources. Hong Kong - Real effective exchange rate index (2000 = 100) - actual values, historical data, forecasts and projections were sourced from the World Bank on July of 2025.

  18. Hong Kong SAR, China Index: Hang Seng Properties

    • ceicdata.com
    Updated Jan 15, 2025
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    CEICdata.com (2025). Hong Kong SAR, China Index: Hang Seng Properties [Dataset]. https://www.ceicdata.com/en/hong-kong/main-board-stock-market-index/index-hang-seng-properties
    Explore at:
    Dataset updated
    Jan 15, 2025
    Dataset provided by
    CEIC Data
    License

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

    Time period covered
    May 1, 2017 - Apr 1, 2018
    Area covered
    Hong Kong
    Variables measured
    Securities Exchange Index
    Description

    Hong Kong Index: Hang Seng Properties data was reported at 36,792.180 13Jan1984=975.47 in Nov 2018. This records an increase from the previous number of 33,818.020 13Jan1984=975.47 for Oct 2018. Hong Kong Index: Hang Seng Properties data is updated monthly, averaging 16,965.450 13Jan1984=975.47 from Jul 1984 (Median) to Nov 2018, with 413 observations. The data reached an all-time high of 43,637.620 13Jan1984=975.47 in Jan 2018 and a record low of 807.120 13Jan1984=975.47 in Jul 1984. Hong Kong Index: Hang Seng Properties data remains active status in CEIC and is reported by Hong Kong Exchanges and Clearing Limited. The data is categorized under Global Database’s Hong Kong SAR – Table HK.Z001: Main Board: Stock Market Index.

  19. T

    Hong Kong Competitiveness Index

    • tradingeconomics.com
    csv, excel, json, xml
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    TRADING ECONOMICS, Hong Kong Competitiveness Index [Dataset]. https://tradingeconomics.com/hong-kong/competitiveness-index
    Explore at:
    json, csv, excel, xmlAvailable download formats
    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
    Dec 31, 2007 - Dec 31, 2019
    Area covered
    Hong Kong
    Description

    Hong Kong scored 83.14 points out of 100 on the 2019 Global Competitiveness Report published by the World Economic Forum. This dataset provides the latest reported value for - Hong Kong Competitiveness Index - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

  20. T

    Hong Kong - Export Volume Index (2000 = 100)

    • tradingeconomics.com
    csv, excel, json, xml
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    TRADING ECONOMICS, Hong Kong - Export Volume Index (2000 = 100) [Dataset]. https://tradingeconomics.com/hong-kong/export-volume-index-2000--100-wb-data.html
    Explore at:
    excel, xml, csv, jsonAvailable download formats
    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
    Jan 1, 1976 - Dec 31, 2025
    Area covered
    Hong Kong
    Description

    Export volume index (2000 = 100) in Hong Kong was reported at 91.1 in 2023, according to the World Bank collection of development indicators, compiled from officially recognized sources. Hong Kong - Export volume index (2000 = 100) - actual values, historical data, forecasts and projections were sourced from the World Bank on July of 2025.

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TRADING ECONOMICS (2024). Hong Kong Stock Market Index (HK50) Data [Dataset]. https://tradingeconomics.com/hong-kong/stock-market

Hong Kong Stock Market Index (HK50) Data

Hong Kong Stock Market Index (HK50) - Historical Dataset (1964-07-31/2025-07-23)

Explore at:
2 scholarly articles cite this dataset (View in Google Scholar)
excel, csv, xml, jsonAvailable download formats
Dataset updated
Feb 2, 2024
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 31, 1964 - Jul 23, 2025
Area covered
Hong Kong
Description

Hong Kong's main stock market index, the HK50, rose to 25528 points on July 23, 2025, gaining 1.58% from the previous session. Over the past month, the index has climbed 5.59% and is up 47.47% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks this benchmark index from Hong Kong. Hong Kong Stock Market Index (HK50) - values, historical data, forecasts and news - updated on July of 2025.

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