Russia MED Forecast: Foreign Exchange Rate: Year Average: US Dollar: Baseline Scenario data was reported at 75.156 RUB/USD in 2036. This records an increase from the previous number of 74.739 RUB/USD for 2035. Russia MED Forecast: Foreign Exchange Rate: Year Average: US Dollar: Baseline Scenario data is updated yearly, averaging 69.636 RUB/USD from Dec 2016 (Median) to 2036, with 21 observations. The data reached an all-time high of 75.156 RUB/USD in 2036 and a record low of 58.335 RUB/USD in 2017. Russia MED Forecast: Foreign Exchange Rate: Year Average: US Dollar: Baseline Scenario data remains active status in CEIC and is reported by Ministry of Economic Development of the Russian Federation. The data is categorized under Global Database’s Russian Federation – Table RU.ME002: Foreign Exchange Rate: Year Average: US Dollar: Forecast: Ministry of Economic Development.

ABSTRACT Purpose: The objective of this article is to model a minute series of exchange rates for the EUR/USD pair using the singular spectrum analysis (SSA) and ARIMA-GARCH methods and evaluate which one offers better forecasts for a five-minute horizon. Originality/value: Despite being a successful technique in other branches of science, the application of SSA in finance is quite new. Furthermore, exchange rate modeling is a complex problem, comprising statistical concepts and properties. However, despite the complexity, the analysis of this series is extremely important for several agents playing, directly or indirectly, a role in the economy and the financial market. Design/methodology/approach: Time series models were estimated using the ARIMA-GARCH and SSA techniques, taking into account three samples of the ask exchange rate (closing): uptrend, downtrend, and no well-defined trend. Findings: The forecasts carried out by the SSA were the ones closest to the original observations for the three cases. Regarding the quality measurements, SSA obtained the best results for both uptrend and downtrend samples; for the sample with no well-defined trend, the findings indicated that the ARIMA-GARCH technique attained better results. However, it was concluded that the SSA forecasts, regarding exchange rates during the studied period, are more appropriate than the ones obtained by the ARIMA-GARCH model, regardless of the market movement.

Luxembourg STATEC Forecast: Foreign Exchange Rate: US Dollar data was reported at 1.180 USD/EUR in 2018. This records an increase from the previous number of 1.130 USD/EUR for 2017. Luxembourg STATEC Forecast: Foreign Exchange Rate: US Dollar data is updated yearly, averaging 1.155 USD/EUR from Dec 2017 (Median) to 2018, with 2 observations. The data reached an all-time high of 1.180 USD/EUR in 2018 and a record low of 1.130 USD/EUR in 2017. Luxembourg STATEC Forecast: Foreign Exchange Rate: US Dollar data remains active status in CEIC and is reported by The Portal of Statistics of Luxembourg. The data is categorized under Global Database’s Luxembourg – Table LU.M009: Foreign Exchange Rate: Forecast: The Portal of Statistics of Luxembourg.

Mexico BDM Forecast: Exchange Rate against US$: Median: Plus 10 Months data was reported at 20.000 MXN/USD in Mar 2019. This records a decrease from the previous number of 20.130 MXN/USD for Feb 2019. Mexico BDM Forecast: Exchange Rate against US$: Median: Plus 10 Months data is updated monthly, averaging 12.800 MXN/USD from Feb 1999 (Median) to Mar 2019, with 175 observations. The data reached an all-time high of 21.580 MXN/USD in Jan 2017 and a record low of 9.600 MXN/USD in Feb 2002. Mexico BDM Forecast: Exchange Rate against US$: Median: Plus 10 Months data remains active status in CEIC and is reported by Bank of Mexico. The data is categorized under Global Database’s Mexico – Table MX.M006: Foreign Exchange Rates: Forecast.

The USD/CAD exchange rate rose to 1.3686 on July 11, 2025, up 0.22% from the previous session. Over the past month, the Canadian Dollar has weakened 0.61%, and is down by 0.38% over the last 12 months. Canadian Dollar - values, historical data, forecasts and news - updated on July of 2025.

The foreign exchange (Forex) market is a global decentralized market for the trading of currencies. It is the largest financial market in the world, with an average daily trading volume of over $5 trillion. The market size is expected to reach $84 million by 2033, growing at a CAGR of 5.83% during the forecast period 2025-2033. Key drivers of the Forex market growth include increasing international trade, rising foreign direct investment, and growing demand for hedging and speculation. The market is also being driven by the increasing use of online trading platforms and the growing popularity of cryptocurrencies. The major players in the Forex market include Deutsche Bank, UBS, JP Morgan, State Street, XTX Markets, Jump Trading, Citi, Bank of New York Mellon, Bank America, and Goldman Sachs. The market is segmented by type (spot Forex, currency swap, outright forward, Forex swaps, Forex options, other types), counterparty (reporting dealers, other financial institutions, non-financial customers), and region (North America, South America, Europe, Middle East & Africa, Asia Pacific). Recent developments include: In November 2023, JP Morgan revealed the introduction of novel FX Warrants denominated in Hong Kong dollars in the Hong Kong market, marking its status as the inaugural issuer in Asia to present FX Warrants featuring CNH/HKD (Chinese Renminbi traded outside Mainland China/Hong Kong dollar) and JPY/HKD (Japanese Yen/Hong Kong dollar) as underlying currency pairs. These fresh FX Warrants are set to commence trading on the Hong Kong Stock Exchange., In October 2023, Deutsche Bank AG finalized its purchase of Numis Corporation Plc. The integration of both brands under the name 'Deutsche Numis' underscores their collective influence and standing in the UK and global markets. 'Deutsche Numis' emerges as a prominent entity in UK investment banking and the preferred advisor for UK-listed companies. This acquisition aligns with Deutsche Bank's Global Hausbank strategy, aiming to become the primary partner for clients in financial services and fostering stronger relationships with corporations throughout the United Kingdom., In June 2023, UBS successfully finalized the acquisition of Credit Suisse, marking a significant achievement. Credit Suisse Group AG has merged into UBS Group AG, forming a unified banking entity.. Key drivers for this market are: International Transactions Driven by Growing Tourism Driving Market Demand, Market Liquidity Impacting the Foreign Exchange Market. Potential restraints include: International Transactions Driven by Growing Tourism Driving Market Demand, Market Liquidity Impacting the Foreign Exchange Market. Notable trends are: FX Swaps is leading the market.

A graphic that displays the dollar performance against other currencies reveals that economic developments had mixed results on currency exchanges. The third quarter of 2023 marked a period of disinflation in the euro area, while China's projected growth was projected to go up. The United States economy was said to have a relatively strong performance in Q3 2023, although growing capital market interest rate and the resumption of student loan repayments might dampen this growth at the end of 2023. A relatively weak Japanese yen Q3 2023 saw pressure from investors towards Japanese authorities on how they would respond to the situation surrounding the Japanese yen. The USD/JPY rate was close to ***, whereas analysts suspected it should be around ** given the country's purchase power parity. The main reason for this disparity is said to be the differences in central bank interest rates between the United States, the euro area, and Japan. Any future aggressive changes from, especially the U.S. Fed might lower those differences. Financial markets responded somewhat disappoint when Japan did not announce major plans to tackle the situation. Potential rent decreases in 2024 Central bank rates peak in 2023, although it is expected that some of these will decline in early 2024. That said, analysts expect overall policies will remain restrictive. For example, the Bank of England's interest rate remained unchanged at **** percent in Q3 2023. It is believed the United Kingdom's central bank will ease its interest rate in 2024 but less than either the U.S. Fed or the European Central Bank. This should be a positive development for the pound compared to either the euro or the dollar.

New Zealand ANZ Forecast: Foreign Exchange Rate: United States Dollar: Annual data was reported at 0.640 NZD/USD in 2025. This records an increase from the previous number of 0.630 NZD/USD for 2024. New Zealand ANZ Forecast: Foreign Exchange Rate: United States Dollar: Annual data is updated yearly, averaging 0.645 NZD/USD from Dec 2018 (Median) to 2025, with 8 observations. The data reached an all-time high of 0.680 NZD/USD in 2021 and a record low of 0.590 NZD/USD in 2023. New Zealand ANZ Forecast: Foreign Exchange Rate: United States Dollar: Annual data remains active status in CEIC and is reported by ANZ Bank New Zealand. The data is categorized under Global Database’s New Zealand – Table NZ.M017: Foreign Exchange Rate: Forecast: ANZ Bank Ltd.

The AUD/USD exchange rate fell to 0.6574 on July 11, 2025, down 0.29% from the previous session. Over the past month, the Australian Dollar has strengthened 0.63%, but it's down by 3.09% over the last 12 months. Australian Dollar - values, historical data, forecasts and news - updated on July of 2025.

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.

Dollars and Sense: The Correlation Between US Total Reserves and the Dollar Index

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

Graph and download economic data for Canadian Dollars to U.S. Dollar Spot Exchange Rate (DEXCAUS) from 1971-01-04 to 2025-07-03 about Canada, exchange rate, currency, rate, and USA.

Dataset

This dataset was created by Debdatta Chatterjee

Contents

The USD/SGD exchange rate rose to 1.2802 on July 11, 2025, up 0.07% from the previous session. Over the past month, the Singapore Dollar has weakened 0.13%, but it's up by 4.52% over the last 12 months. Singapore Dollar - values, historical data, forecasts and news - updated on July of 2025.

The USD/SEK exchange rate rose to 9.5525 on July 11, 2025, up 0.58% from the previous session. Over the past month, the Swedish Krona has weakened 1.12%, but it's up by 8.85% over the last 12 months. Swedish Krona - values, historical data, forecasts and news - updated on July of 2025.

The USD/VND exchange rate rose to 26,116.0000 on July 14, 2025, up 0.01% from the previous session. Over the past month, the Vietnamese Dong has weakened 0.16%, and is down by 2.98% over the last 12 months. Vietnamese Dong - values, historical data, forecasts and news - updated on July of 2025.

Kazakhstan Foreign Exchange Rate: Market Rate: Weighted Average: US Dollar data was reported at 366.900 KZT/USD in Oct 2018. This records a decrease from the previous number of 367.910 KZT/USD for Sep 2018. Kazakhstan Foreign Exchange Rate: Market Rate: Weighted Average: US Dollar data is updated monthly, averaging 149.505 KZT/USD from Jan 2002 (Median) to Oct 2018, with 202 observations. The data reached an all-time high of 367.910 KZT/USD in Sep 2018 and a record low of 118.060 KZT/USD in Jul 2006. Kazakhstan Foreign Exchange Rate: Market Rate: Weighted Average: US Dollar data remains active status in CEIC and is reported by The National Bank of the Republic of Kazakhstan. The data is categorized under Global Database’s Kazakhstan – Table KZ.M006: Foreign Exchange Rate.

The USD/GYD exchange rate rose to 209.2000 on July 11, 2025, up 0.38% from the previous session. Over the past month, the Guyanese Dollar has strengthened 0.05%, but it's down by 0.29% over the last 12 months. Guyanese Dollar - values, historical data, forecasts and news - updated on July of 2025.

The benchmark interest rate in the United States was last recorded at 4.50 percent. This dataset provides the latest reported value for - United States Fed Funds Rate - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

The USD/BSD exchange rate fell to 0.9998 on July 11, 2025, down 0.02% from the previous session. Over the past month, the Bahamian Dollar has strengthened 0.02%, but it's down by 0.14% over the last 12 months. Bahamian Dollar - values, historical data, forecasts and news - updated on July of 2025.