Students from multiple universities conducted an interesting joint study. It sheds light on how pump and dump schemes evolved to new places such as social media and other web-based communication channels to influence the retail investor community. Monitoring social media is a significant factor. It is sometimes hardly addressed compared to other relevant issues for […]

Stockpulse is a pioneer when it comes to Emotional Data Intelligence. Our latest report proves once again that we truly achieve the emotional value of asset allocation! Academic papers show our capabilities like non-other and how powerful and accurate our advanced Artificial Intelligence and Deep learning methods are compared to our peers. Stockpulse’s in-house developed […]

During the course of the past few months we were intensively looking into the application of Deep Learning on our emotional data for financial markets. Initial results of our research work are beyond  everything we have seen so far. It is a combination of our experience gathered during the past 10 years of applying large […]

• MACD (Moving Average Convergence/Divergence) is a trading indicator based on stock prices. • One of our key concepts is that market oscillation can be anticipated by sign changes of the sentiment scores, we assume the sentiment scores can also be applied in the MACD, instead of stock prices.

• MACD (Moving Average Convergence/Divergence) is a trading indicator based on stock prices. • One of our key concepts is that market oscillation can be anticipated by sign changes of the sentiment scores, we assume the sentiment scores can also be applied in the MACD, instead of stock prices. • The adjusted MACD achieves a […]

• Models on emotional data for German equities outperform standard price momentum strategies • Emotional data indicator “positive rate” achieves the best performance in most of the experiments with a Sortino ratio of 1.45 • In addition to the “positive rate” method, a “sentiment average” approach has better performance in shorter time periods (< 12-weeks) […]

• According to StockPulse’s previous research in this area of DAX and MACD (Moving Average Convergence/Divergence), the MACD model is an effective indicator for signal generation based on sentiment scores. • Therefore, we are applying the same model with the same settings to major indices of the US market. Although using daily sentiment scores, which […]

• Applying the concept of Moving Average Convergence/Divergence (MACD) to sentiment indicators for the German benchmark index DAX • Testing different sentiment reports on intraday and daily basis • Definition of clear trading rules•MACD model on sentiment scores beats the benchmark index • Easy-to-use manual to retrieve the data from StockPulse’s API to rebuild the […]

• Major market down phases can be anticipated by sign changes of aggregated sentiment values. • Stocks that receive more attention and more significant sentiment scores in social media communication over the past consistently perform better than the benchmark. •Rebalancing is based on an overlay rule which is based on sign changes of sentiment values […]