Posts

About Security Trading Analytics Blog

Image
How to Populate a Trading Database with Refinitiv, Excel, and SQL Server—Update 2 Computer‑based trading analytics requires clean, reliable historical price data.  Whether you are evaluating trading models, comparing performance across securities, or projecting future price paths, the first prerequisite is a trustworthy method for downloading and preparing historical prices from a quality data vendor. This post is the third entry in a series on transferring historical price data from Excel’s STOCKHISTORY function into SQL Server for downstream analysis.  The earlier posts—“ How to Populate a Trading Database with Refinitiv, Excel, and SQL Server ” and “ How to Populate a Trading Database with Refinitiv, Excel, and SQL Server—Update 1 ”—introduced the workflow and addressed several formatting issues that arise when importing STOCKHISTORY output into SQL Server. Excel’s STOCKHISTORY function retrieves historical prices from the London Stock Exchange Group (LSEG), formerly Refini...
Post a Comment
Read more
Image
A Preliminary Analysis of EMA Period Lengths and Price Action in a Buy-Sell Model This blog introduced on March 26, 2026, an earlier version of the Buy on Proper Order and Sell on Dynamic Stop Loss Orders Buy-Sell model.  Proper order was defined in that post by a relationship between a close price and two EMA values, such as close > ema_21 and ema_21 > ema_100.  In this post, the model dynamically updates upper and lower boundary values based on price action to lock in a portion of accumulated gains or at least constrain the size of a loss associated with a trade.  This post extends the March 26 post by updating the code for implementing the model, diving more deeply into how price action can change model performance, and testing the model over a broader range of tickers examined as well as over longer timeframes. The model examined in this post uses proper order relationships for close prices and exponential moving averages with different period lengths to discove...
Post a Comment
Read more
Image
How to Populate a Trading Database with Refinitiv, Excel, and SQL Server—Update 1 The Excel STOCKHISTORY function downloads historical market data—such as stock prices and index values—directly into Excel worksheets from LSEG Data & Analytics (formerly Refinitiv).  The “ How to Populate a Trading Database with Refinitiv, Excel, and SQL Server ” post summarizes and demonstrates a three-step process for building a data source inside SQL Server for historical stock  prices and/or indexes.  The three steps are as follows. Populate one worksheet tab per ticker with historical prices using Excel’s STOCKHISTORY function. Save each worksheet tab as a CSV file—one CSV per ticker. Bulk insert the CSV files into a tall SQL Server table indexed by ticker and date. While the three steps worked when properly executed, it was found that Excel formatting issues could lead to processing errors if not manually resolved.  Additionally, the T-SQL code in the third step required ...
Post a Comment
Read more