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Published in: BMC Public Health 1/2024

Open Access 01-12-2024 | Research

Mapping loneliness through comparative analysis of USA and India using social intelligence analysis

Authors: Hurmat Ali Shah, Mowafa Househ

Published in: BMC Public Health | Issue 1/2024

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Abstract

Loneliness, a widespread global public health concern, has far-reaching implications for mental and physical well-being, as well as economic productivity. It also increases the risk of life-threatening conditions. This study conducts a comparative analysis of loneliness in the USA and India using Twitter data, aiming to contribute to a global public health map on loneliness. Collecting 4.1 million tweets globally in October 2022 containing keywords like “lonely”, “loneliness”, and “alone”, the analysis focuses on sentiment and psychosocial linguistic features. Utilizing the Valence Aware Dictionary for Sentiment Reasoning (VADER) for sentiment analysis, the study explores variations in loneliness dynamics across cities, revealing geographical distinctions in correlated topics. The tweets with negative sentiment were further analyzed for psychosocial linguistic features to find a meaningful correlation between loneliness and socioeconomic and emotional themes and factors. Results give detailed top correlated topics with loneliness for each city. The results showed that the dynamics of loneliness through the topics correlated vary across geographical locations. Social media data can be used to capture the dynamics of loneliness which can vary from one place to another depending on the socioeconomic and cultural norms and sociopolitical policies. Social media data to understand loneliness can also provide useful information and insight for public health and policymaking.
Literature
3.
go back to reference Shah SGS, et al. Evaluation of the effectiveness of digital technology interventions to reduce loneliness in older adults: systematic review and meta-analysis. J Med Internet Res. 2021;23:6.CrossRef Shah SGS, et al. Evaluation of the effectiveness of digital technology interventions to reduce loneliness in older adults: systematic review and meta-analysis. J Med Internet Res. 2021;23:6.CrossRef
4.
go back to reference Hards E, et al. Loneliness and mental health in children and adolescents with pre-existing mental health problems: a rapid systematic review. Br J Clin Psychol. 2022;61:313–34.CrossRefPubMed Hards E, et al. Loneliness and mental health in children and adolescents with pre-existing mental health problems: a rapid systematic review. Br J Clin Psychol. 2022;61:313–34.CrossRefPubMed
5.
6.
go back to reference de Jong Gierveld J. A review of loneliness: concept and definitions, determinants and consequences. Rev Clin Gerontol. 1998;8:73–80.CrossRef de Jong Gierveld J. A review of loneliness: concept and definitions, determinants and consequences. Rev Clin Gerontol. 1998;8:73–80.CrossRef
7.
go back to reference Wiwatkunupakarn N, et al. Social networking site usage: a systematic review of its relationship with social isolation, loneliness, and depression among older adults. Aging Ment Health. 2022;26:1318–26.CrossRefPubMed Wiwatkunupakarn N, et al. Social networking site usage: a systematic review of its relationship with social isolation, loneliness, and depression among older adults. Aging Ment Health. 2022;26:1318–26.CrossRefPubMed
8.
go back to reference Choi HK, Lee SH. Trends and effectiveness of ICT interventions for the elderly to reduce loneliness: a systematic review. MDPI Healthcare. 2021;9(3):293.CrossRef Choi HK, Lee SH. Trends and effectiveness of ICT interventions for the elderly to reduce loneliness: a systematic review. MDPI Healthcare. 2021;9(3):293.CrossRef
9.
go back to reference Döring N, et al. Can communication technologies reduce loneliness and social isolation in older people? A scoping review of reviews. Int J Environ Res Public Health. 2022;19:11310.CrossRefPubMedPubMedCentral Döring N, et al. Can communication technologies reduce loneliness and social isolation in older people? A scoping review of reviews. Int J Environ Res Public Health. 2022;19:11310.CrossRefPubMedPubMedCentral
10.
go back to reference Byrne AK, et al. Examining rural and racial disparities in the relationship between loneliness and social technology use among older adults. Front Public Health. 2021;9:723925.CrossRefPubMedPubMedCentral Byrne AK, et al. Examining rural and racial disparities in the relationship between loneliness and social technology use among older adults. Front Public Health. 2021;9:723925.CrossRefPubMedPubMedCentral
12.
go back to reference Khurana A, Rastogi R, Gamperl HJ. A new era of drug safety–new EU pharmacovigilance (PV) legislation and comparison of PV in EU, US, and India. Int J Pharm Pharmaceutical Sci. 2014;6(7). Khurana A, Rastogi R, Gamperl HJ. A new era of drug safety–new EU pharmacovigilance (PV) legislation and comparison of PV in EU, US, and India. Int J Pharm Pharmaceutical Sci. 2014;6(7).
13.
go back to reference Engel JM, Chakravarthy N, Nosbush G, Merkert M, Fogoros MR, Chavan A. Comparison of arrhythmia prevalence in NUVANT mobile cardiac telemetry system patients in the US and India. In: 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society. 2014. p. 2730–2733. Engel JM, Chakravarthy N, Nosbush G, Merkert M, Fogoros MR, Chavan A. Comparison of arrhythmia prevalence in NUVANT mobile cardiac telemetry system patients in the US and India. In: 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society. 2014. p. 2730–2733.
14.
go back to reference Sathyanarayanan V, Flowers CR, Iyer SP. Comparison of access to novel drugs for lymphoma and chronic lymphocytic leukemia between India and the United States. JCO Glob Oncol. 2020;6:1124–33.CrossRefPubMed Sathyanarayanan V, Flowers CR, Iyer SP. Comparison of access to novel drugs for lymphoma and chronic lymphocytic leukemia between India and the United States. JCO Glob Oncol. 2020;6:1124–33.CrossRefPubMed
15.
go back to reference Are C, Colburn L, Rajaram S, Vijayakumar M. Disparities in cancer care between the United States of America and India and opportunities for surgeons to lead. J Surg Oncol. 2010;102:100–5.CrossRefPubMed Are C, Colburn L, Rajaram S, Vijayakumar M. Disparities in cancer care between the United States of America and India and opportunities for surgeons to lead. J Surg Oncol. 2010;102:100–5.CrossRefPubMed
16.
go back to reference Wright C. Comparison of pharmacy education and pharmacist’s role in United States and India; 2021. Wright C. Comparison of pharmacy education and pharmacist’s role in United States and India; 2021.
17.
go back to reference Homburg N, Merkle M. A cross-country comparison of attitudes toward humanoid robots in Germany, the US, and India. 2019. Homburg N, Merkle M. A cross-country comparison of attitudes toward humanoid robots in Germany, the US, and India. 2019.
19.
go back to reference Pennebaker JW, Francis ME, Booth RJ. Linguistic inquiry and word count: LIWC. Mahway: Lawrence Erlbaum Associates; 2001. p. 71. Pennebaker JW, Francis ME, Booth RJ. Linguistic inquiry and word count: LIWC. Mahway: Lawrence Erlbaum Associates; 2001. p. 71.
20.
go back to reference Zubiaga A. A longitudinal assessment of the persistence of twitter datasets. J Am Soc Inf Sci. 2018;69:974–84. Zubiaga A. A longitudinal assessment of the persistence of twitter datasets. J Am Soc Inf Sci. 2018;69:974–84.
21.
go back to reference Stravynski A, Boyer R. Loneliness in relation to suicide ideation and parasuicide: a population-wide study. Suicide Life Threat Behav. 2001;31:32–40.CrossRefPubMed Stravynski A, Boyer R. Loneliness in relation to suicide ideation and parasuicide: a population-wide study. Suicide Life Threat Behav. 2001;31:32–40.CrossRefPubMed
22.
go back to reference Hawkley LC, Cacioppo JT. Loneliness matters: a theoretical and empirical review of consequences and mechanisms. Ann Behav Med. 2010;40:218–27.CrossRefPubMed Hawkley LC, Cacioppo JT. Loneliness matters: a theoretical and empirical review of consequences and mechanisms. Ann Behav Med. 2010;40:218–27.CrossRefPubMed
23.
go back to reference Holtzman NS. A meta-analysis of correlations between depression and first person singular pronoun use. J Res Pers. 2017;68:63–8.CrossRef Holtzman NS. A meta-analysis of correlations between depression and first person singular pronoun use. J Res Pers. 2017;68:63–8.CrossRef
24.
go back to reference Al-Saggaf Y, Nielsen S. Self-disclosure on Facebook among female users and its relationship to feelings of loneliness. Comput Hum Behav. 2014;36:460–8.CrossRef Al-Saggaf Y, Nielsen S. Self-disclosure on Facebook among female users and its relationship to feelings of loneliness. Comput Hum Behav. 2014;36:460–8.CrossRef
25.
26.
go back to reference Langenkamp A. Enhancing, suppressing or something in between–loneliness and five forms of political participation across Europe. Eur Soc. 2021;23:311–32.CrossRef Langenkamp A. Enhancing, suppressing or something in between–loneliness and five forms of political participation across Europe. Eur Soc. 2021;23:311–32.CrossRef
27.
go back to reference Buecker S, Ebert T, Götz FM, Entringer TM, Luhmann M. In a lonely place: Investigating regional differences in loneliness 2021. Soc Psychol Personal Sci. 2021;12:147–55.CrossRef Buecker S, Ebert T, Götz FM, Entringer TM, Luhmann M. In a lonely place: Investigating regional differences in loneliness 2021. Soc Psychol Personal Sci. 2021;12:147–55.CrossRef
Metadata
Title
Mapping loneliness through comparative analysis of USA and India using social intelligence analysis
Authors
Hurmat Ali Shah
Mowafa Househ
Publication date
01-12-2024
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2024
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/s12889-023-17630-3

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