Martha E. Francis’s research while affiliated with Southern Methodist University and other places

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Publications (8)


Linguistic Inquiry and Word Count: LIWC2015
  • Method
  • File available

September 2015

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9,605 Reads

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328 Citations

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Roger J. Booth

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Martha E. Francis
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Cognitive, Emotional, and Language Processes in Disclosure

September 2010

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1,201 Reads

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895 Citations

Previous studies have found that writing about upsetting experiences can improve physical health. In an attempt to explain this phenomenon, 72 first-year college students were randomly assigned to write about either their thoughts and feelings about coming to college or about superficial topics for three consecutive days. Measures of language use within the writing samples and cognitive measures of accessibility and schematic organisation were collected in the weeks before and after writing. As in previous studies, writing about college was found to reduce health centre visits for illness and to improve subjects' grade point average. Text analyses indicated that the use of positive emotion words and changes in words suggestive of causal and insightful thinking were linked to health change. Improved grades, although not linked to these language dimensions, were found to correlate with measures of schematic organisation of college-relevant themes. Implications for using written language to understand cognitive and health processes are discussed.



Table 1 . LIWC2001 Output Variable Information
Table 2 . Summary Information for LIWC2001 Statistics
Table 3 . LIWC2001 Means Across 43 Studies
Linguistic inquiry and word count (LIWC)

January 1999

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48,366 Reads

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3,236 Citations


Linguistic predictors of adaptive bereavement

May 1997

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3,751 Reads

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792 Citations

Journal of Personality and Social Psychology

The words people use in disclosing a trauma were hypothesized to predict improvements in mental and physical health in 2 studies. The first study reanalyzed data from 6 previous experiments in which language variables served as predictors of health. Results from 177 participants in previous writing studies showed that increased use of words associated with insightful and causal thinking was linked to improved physical but not mental health. Higher use of positive relative to negative emotion words was also associated with better health. An empirical measure that was derived from these data correlated with subsequent distress ratings. The second study tested these models on interview transcripts of 30 men who had lost their partners to AIDS. Cognitive change and empirical models predicted postbereavement distress at 1 year. Implications of using computer-based text analyses in the study of narratives are discussed.


Linguistic Predictors of Adaptive Bereavement

April 1997

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15 Reads

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402 Citations

Journal of Personality and Social Psychology

The words people use in disclosing a trauma were hypothesized to predict improvements in mental and physical health in 2 studies. The first study reanalyzed data from 6 previous experiments in which language variables served as predictors of health. Results from 177 participants in previous writing studies showed that increased use of words associated with insightful and causal thinking was linked to improved physical but not mental health. Higher use of positive relative to negative emotion words was also associated with better health. An empirical measure that was derived from these data correlated with subsequent distress ratings. The second study tested these models on interview transcripts of 30 men who had lost their partners to AIDS. Cognitive change and empirical models predicted postbereavement distress at 1 year. Implications of using computer-based text analyses in the study of narratives are discussed.


Putting Stress into Words: The Impact of Writing on Physiological, Absentee, and Self-Reported Emotional Well-Being Measures

March 1992

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265 Reads

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314 Citations

Background and Purpose Inhibiting or holding back one's thoughts, feelings, or behaviors is associated with long-term stress and disease. Actively confronting upsetting experiences can reduce the negative effects of inhibition. The present study describes a unique approach to aid individuals in dealing with psychological and emotional issues that they must often face. Methods Forty-one of the 81 university employees who were participating in a wellness program agreed to participate in the present study. Subjects were randomly assigned to write about either personal traumatic experiences (n = 23) or non-traumatic topics (n = 18) for 20 minutes once a week for four consecutive weeks. Results Results indicate that individuals who wrote about upsetting personal experiences evidenced significant drops in selected blood measures compared to those who wrote about non-traumatic topics (e.g., for SGOT: 4.0% drop among traumatic topic group versus 13.1% increase among non-traumatic topic group, ANOVA p = .029; for SGPT: 24.5% drop versus 7.7% increase, p =. 001). During the month of writing, traumatic topic group subjects evidenced a 28.6% reduction in absentee rates from work relative to the eight months before the experiment compared with a 48.5% increase in absentee rates among non-traumatic topic subjects (p =. 04). Subjects low in emotional inhibition evidenced the greatest reductions in absentee rates following personal disclosure compared to those high in emotional inhibition (p = .011). Discussion The proposed writing strategy offers a unique tool for health promotion practitioners. Individuals encouraged to let themselves go and confront traumatic experiences in their lives can potentially enhance their own health.


Citations (8)


... The aim of this article is to answer the question: What are the linguistic differences between internal dialogues with the deceased and other internal dialogues conducted by bereaved individuals? Determining such differences and analyzing them in relation to previous psychological research on language (Davis & Brock, 1975;Holmes et al., 2007;Pasupathi, 2007;Pennebaker et al., 1997;Puchalska-Wasyl, 2016;Rude et al., 2004;Simmons et al., 2005Simmons et al., , 2008Tausczik & Pennebaker, 2010) will help us to pinpoint the emotions, thoughts or behaviors accompanying dialogues that grieving people have with their deceased loved ones. At the same time, it will allow us to understand the possible supporting role of these dialogues in the mourning process. ...

Reference:

Internal Dialogues in Grief—an Analysis of Language
Linguistic Predictors of Adaptive Bereavement

Journal of Personality and Social Psychology

... List of the LIWC dictionaries used in analyses, including a description or the most frequently used examples provided byPennebaker et al. (2015).Communion**Other-focused language (e.g., helping others/maintaining relationships) * The doubt dictionary was developed byMadera et al. (2019) ** The communion dictionary was developed byMadera et al. (2009). ...

Linguistic Inquiry and Word Count: LIWC2015

... Creative writing in general and by children in particular is a practice that has been investigated considerably through different prisms -educational, therapeutic, and related to mental well-being (Bolton, 2003;Havron, 2019;Hunt & Sampson, 2002;Ifrah, 2024;Pennebaker, 1997;Pennebaker & Francis, 1996;Wright & Chung, 2001). These studies indicated that the benefits of writing range from enhancing the autonomy of the individual and regaining the ability to choose and to exercise control, through active action and recognition of one's inner forces (Bolton, 2003;Havron, 2019;Hunt & Sampson, 2002;Rottenberg et al., 2009;Wright & Chung, 2001), to improving measures of physical health and mental well-being (Pennebaker, 1997;Pennebaker & Francis, 1996). ...

Cognitive, Emotional, and Language Processes in Disclosure
  • Citing Article
  • September 2010

... VADER combines the lexicon, that is, dictionary-based analysis, and rule-based approach to characterize the sentiment. VADER uses gold-standard quality like Linguistic Inquiry and Word Count (LIWC) [22], which has been validated by humans. It distinguishes itself from other efficient tools, such as LIWC, in that it is more sensitive to sentiment expression in social media contexts. ...

Linguistic inquiry and word count (LIWC)

... To address these challenges, this study explores psycholinguistic relationships using data extracted from the LIWC (Linguistic Inquiry and Word Count) [Pennebaker 2001], [Balage Filho et al. 2013]. The LIWC is a computational text analysis tool designed to read each word in a text (or group of words) and match it with reference dictionaries loaded into the program's memory. ...

Linguistic inquiry and word count: liwc {software program for text analysis}
  • Citing Article

... The dictionary was designed by combining negative and positive words from the Harvard IV dictionary, the Regressive Imagery Dictionary, 23 and the Linguistic and Word Count dictionary. 24 If the Sentiment Analysis Dictionary alone can identify comments containing concerns about teaching quality, this would significantly reduce up-front administrative and faculty resources compared to the other models. ...

Linguistic Inquiry and Word Count (LIWC): LIWC2001
  • Citing Article
  • January 2001

... It predicts perceptions of compassion and shared decision making in healthcare settings (Zhou et al., 2023), as well as social rank and team performance in work settings (Sexton & Helmreich, 2000). It also identifies complex thought processes, such as mentalization and cognitive processing styles surrounding trauma (Pennebaker et al., 1997). LIWC categories also correspond to many forms of affiliative verbal behavior, including positive emotional tone, affiliative drives, and politeness . ...

Linguistic predictors of adaptive bereavement

Journal of Personality and Social Psychology

... Lexicons, or word lists, are a common method to retrieve psychological concepts from text. One of the most widely known collections of lexicons in psychology is the Linguistic Inquiry and Word Count (LIWC) (Boyd et al., 2022), which was first developed in a study on language and disclosure (Francis & Pennebaker, 1992). Each lexicon comprises a list of words related to a certain concept (e.g., analytical thinking, but also emotions such as anger, anxiety, or sadness), which can be counted in a text. ...

Putting Stress into Words: The Impact of Writing on Physiological, Absentee, and Self-Reported Emotional Well-Being Measures