Latent Semantic Analysis Of Life Narratives Of Cultural And Ethnic Experiences In Older Black And White Americans

Abstract The life narratives people tell about themselves are conducive to well-being and a sense of self-continuity. This study utilized natural language processing methods to address between and within-group differences in the cultural and ethnic experiences that were remembered by a cohort of older Black and White Americans (N = 457; 50% Black) who grew up during the civil rights movement. The history-graded influence differentiated the lives of these two groups. We predicted that (a) when all the memories are combined and analyzed, two clusters would emerge with each cluster respectively reflecting experiences shared by the majority of individuals in each racial group, (b) idiosyncratic experiences would also be recalled, resulting in within-group differences, and (c) the affective qualities of cultural memories (i.e., event valence, use of emotion words, overall sentiment) are shaped by racial background and what was recalled. Latent semantic and cluster analyses identified two meaningful clusters: one cluster encompasses memories about racial division mostly from Black Americans (70.9%); the other cluster contains memories about family ancestry largely from White Americans (72.2%). Chi-square tests and independent t-tests revealed that Black (vs. White) Americans and the racial division (vs. family ancestry) cluster presented greater memory negativity. Notably, Black Americans who recalled divergent experiences had lower memory negativity than their same-race counterparts who recalled racial division. White Americans who recalled divergent experiences showed greater memory negativity than their same-race counterparts who recalled family ancestry. In discussing these findings, we draw on the master narrative framework and the life script theory.

Authors

Institutions

Publication Details

Journal
Innovation in Aging
Published
2025-12-01
DOI
https://doi.org/10.1093/geroni/igaf122.898
Primary Topic
Identity, Memory, and Therapy
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Latent Semantic Analysis Of Life Narratives Of Cultural And Ethnic Experiences In Older Black And White Americans

Wei Xu, Hongchen Wu, Sashank Varma, Thomas F. Oltmanns et al.
Innovation in Aging
Identity, Memory, and Therapy
article

Latent Semantic Analysis Of Life Narratives Of Cultural And Ethnic Experiences In Older Black And White Americans

Wei Xu, Hongchen Wu, Sashank Varma, Thomas F. Oltmanns, Hsiao-Wen Liao, Siddhi Pandare, Nikhil Shanbhogue
article en

Abstract

Abstract The life narratives people tell about themselves are conducive to well-being and a sense of self-continuity. This study utilized natural language processing methods to address between and within-group differences in the cultural and ethnic experiences that were remembered by a cohort of older Black and White Americans (N = 457; 50% Black) who grew up during the civil rights movement. The history-graded influence differentiated the lives of these two groups. We predicted that (a) when all the memories are combined and analyzed, two clusters would emerge with each cluster respectively reflecting experiences shared by the majority of individuals in each racial group, (b) idiosyncratic experiences would also be recalled, resulting in within-group differences, and (c) the affective qualities of cultural memories (i.e., event valence, use of emotion words, overall sentiment) are shaped by racial background and what was recalled. Latent semantic and cluster analyses identified two meaningful clusters: one cluster encompasses memories about racial division mostly from Black Americans (70.9%); the other cluster contains memories about family ancestry largely from White Americans (72.2%). Chi-square tests and independent t-tests revealed that Black (vs. White) Americans and the racial division (vs. family ancestry) cluster presented greater memory negativity. Notably, Black Americans who recalled divergent experiences had lower memory negativity than their same-race counterparts who recalled racial division. White Americans who recalled divergent experiences showed greater memory negativity than their same-race counterparts who recalled family ancestry. In discussing these findings, we draw on the master narrative framework and the life script theory.

Innovation in AgingVol. 9(Supplement_2)
Georgia Institute of Technology (US), Washington University in St. Louis (US)
Peace, Justice and strong institutions
Openalex Percentile: Top 25%
Identity, Memory, and Therapy
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.