2018
DOI: 10.1186/s40852-018-0080-9
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About relationship between business text patterns and financial performance in corporate data

Abstract: This study uses text and data mining to investigate the relationship between the text patterns of annual reports published by US listed companies and sales performance. Taking previous research a step further, although annual reports show only past and present financial information, analyzing text content can identify sentences or patterns that indicate the future business performance of a company. First, we examine the relation pattern between business risk factors and current business performance. For this p… Show more

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Cited by 10 publications
(6 citation statements)
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“…Schleicher and Walker (2010) showed that firms with losses use more positive tone in their disclosures compared to firms with earnings which provide a more negative tone. Using sentiment analysis, Lee et al (2018) showed that corporate sales performance is not associated with the style of language in the annual report, in other words, a positive or negative tone.…”
Section: Literature Reviewmentioning
confidence: 99%
“…Schleicher and Walker (2010) showed that firms with losses use more positive tone in their disclosures compared to firms with earnings which provide a more negative tone. Using sentiment analysis, Lee et al (2018) showed that corporate sales performance is not associated with the style of language in the annual report, in other words, a positive or negative tone.…”
Section: Literature Reviewmentioning
confidence: 99%
“…However, most research has focused on business process optimization without reflecting the features of the organizational structure and human resources that influence the business process performance [5,6,17,18]. Although some process mining research have been attempted to derive organizational information from event and process logs, only limited organizational information was derived from their analysis since the process log and data model were not designed to support the integrated analysis of business processes and organizational structure simultaneously [7,19,20].…”
Section: Figure 1 Different Executions Of Identical Business Processmentioning
confidence: 99%
“…The growth of companies is measured using growth rates of several factors such as sales, employment, assets, capital, and profits [43,[48][49][50][51][52][53][54]. Especially, sales and employment reflect both the short-term and long-term changes of companies and can be a more objective measure of growth [43,55,56]. The relative growth is usually measured as a percentage growth rate [42,57], and this study uses both absolute and relative growth measures.…”
Section: Measurement Of Variablesmentioning
confidence: 99%