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Understanding OHLCV Tick Data Basics & Value as a Data Structure


Tick Data Use Cases and Value
We have written several articles showing how to download raw transactional (trade print) data from Binance, from Gemini , from Coinbase, and from Kraken, but we have not really covered the WHY too extensively as it relates to the importance of the data structure. Yesterday, we demonstrated how to download the raw transactional print data from Binance and convert it into OHLCV Tick data . Today we will cover 6 basic reasons for why OHLCV tick data is valuable and widely used in financial markets:

1. Accurate Representation - Tick data offers a precise and comprehensive representation of the market activity. It captures the actual trades and quotes, enabling a more accurate analysis of price movements, market trends, and liquidity.

2. High Frequency - Tick data is recorded at high frequency, often in real-time or near real-time. This frequency allows for detailed analysis of short-term price movements, market volatility, and intraday trading strategies as they capture literally every transaction that occurs.

3. Intraday Trading Analysis - Tick data is especially useful for intraday trading strategies that rely on capturing small price movements within a trading day. It helps traders identify entry and exit points, assess market liquidity, and make informed trading decisions.

4. Order Flow Analysis - Tick data provides insights into the order flow, showing the sequence and volume of trades executed at different price levels. This information is crucial for understanding market dynamics, detecting trends, and assessing the strength of buying and selling pressure.

5. Backtesting and Modeling - Tick data is essential for accurate backtesting and modeling of trading strategies. It allows traders and researchers to simulate trades based on actual market conditions, assess performance, and refine their strategies.

6. Market Microstructure analysis - Tick data enables a deeper analysis of market microstructure, including price impact, bid-ask spreads, market depth, order book dynamics, and transaction costs. This analysis provides valuable insights into market efficiency and liquidity.






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THE PERFORMANCE OF TRADING SYSTEMS IS BASED ON THE USE OF COMPUTERIZED SYSTEM LOGIC. IT IS HYPOTHETICAL. PLEASE NOTE THE FOLLOWING DISCLAIMER. CFTC RULE 4.41: HYPOTHETICAL OR SIMULATED PERFORMANCE RESULTS HAVE CERTAIN LIMITATIONS. UNLIKE AN ACTUAL PERFORMANCE RECORD, SIMULATED RESULTS DO NOT REPRESENT ACTUAL TRADING. ALSO, SINCE THE TRADES HAVE NOT BEEN EXECUTED, THE RESULTS MAY HAVE UNDER-OR-OVER COMPENSATED FOR THE IMPACT, IF ANY, OF CERTAIN MARKET FACTORS, SUCH AS LACK OF LIQUIDITY. SIMULATED TRADING PROGRAMS IN GENERAL ARE ALSO SUBJECT TO THE FACT THAT THEY ARE DESIGNED WITH THE BENEFIT OF HINDSIGHT. NO REPRESENTATION IS BEING MADE THAT ANY ACCOUNT WILL OR IS LIKELY TO ACHIEVE PROFIT OR LOSSES SIMILAR TO THOSE SHOWN. U.S. GOVERNMENT REQUIRED DISCLAIMER: COMMODITY FUTURES TRADING COMMISSION. FUTURES AND OPTIONS TRADING HAS LARGE POTENTIAL REWARDS, BUT ALSO LARGE POTENTIAL RISK. YOU MUST BE AWARE OF THE RISKS AND BE WILLING TO ACCEPT THEM IN ORDER TO INVEST IN THE FUTURES AND OPTIONS MARKETS. DON’T TRADE WITH MONEY YOU CAN’T AFFORD TO LOSE. THIS IS NEITHER A SOLICITATION NOR AN OFFER TO BUY/SELL FUTURES OR OPTIONS. NO REPRESENTATION IS BEING MADE THAT ANY ACCOUNT WILL OR IS LIKELY TO ACHIEVE PROFITS OR LOSSES SIMILAR TO THOSE DISCUSSED ON THIS WEBSITE. THE PAST PERFORMANCE OF ANY TRADING SYSTEM OR METHODOLOGY IS NOT NECESSARILY INDICATIVE OF FUTURE RESULTS.

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