How does family support influence digital immigrants' extended use of smartphones? An empirical study based on IT identity theory
Open accessAbstract
The number of digital immigrants using new technologies such as smartphones is rapidly increasing. However, digital immigrants still struggle to actually use and benefit from digital technology. This article examines the role of family support in digital immigrants' use of more smartphone functions based on information technology (IT) identity theory. We surveyed 241 digital immigrants who owned smartphones and used structural equation modeling (PLS‐SEM) for analysis. We examined the contributing roles of family support for digital immigrants' IT identity and extended use behavior. Family cognitive and emotional support can shape IT identity by improving the smartphone‐related experience. Family support has a positive impact on digital immigrants' self‐efficacy, embeddedness, perceived usefulness, and perceived enjoyment of using a smartphone. Positive usage experience can also facilitate the establishment of IT identity, which is a key predictor of smartphone use behavior. A strong IT identity also promotes extended use behavior. We discuss the contributions and implications of our findings.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
For the "Digital Immigrant" (born before 1980), the rapid evolution of technology can be overwhelming, leading to feelings of unfamiliarity and, in some cases, resistance to embracing new digital tools.
“For the “Digital Immigrant” (born before 1980), the rapid evolution of technology can be overwhelming, leading to feelings of unfamiliarity and, in some cases, resistance to embracing new digital tools (Fang et al., 2023).”
From Sociodemographics and Digital Health Literacy in Using Wearables for Health Promotion and Disease Prevention: Cross-Sectional Nationwide Survey in Germany (2025) · cites this paper as Fang et al., 2023
The Introduction (page unavailable) describes technology anxiety and a preference for familiar technologies, while Section 2.4 (page unavailable) says resistance to change can deter digital immigrants from using new technologies amid rapid technical change. The paper does not define digital immigrants as people born before 1980; for its Chinese study, it describes them as people over 50. (LLM, conf=0.87)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
The citation lists haven’t been fetched yet
References 102 · Cited by 8
- Authors
- Fang, Z., Liu, Y., Jiang, F., & Dong, W.
- Affiliations
- Central South University (CN)
- Corresponding author
- Liu, Yongmei
- Venue
- Journal of the Association for Information Science and Technology
- Publisher
- Wiley
- Published
- 2023-02-27
- Volume
- 74
- Issue
- 12
- Pages
- 1463-1481
- ISSN
- 2330-1635 (ISSN-L)
- 2330-1643
- OpenAlex
- W4322502029
- Cited by
- 8
- References
- 102
- Citations by year
- 2026: 4 · 2025: 1 · 2024: 3
- FWCI
- 4.65
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Journal of the Association for Information Science and Technology (publishedVersion)
- Funders
- National Natural Science Foundation of China (71771219, 72071213)
- Topics
- Social Sciences › Demography › Technology Use by Older Adults
- Social Sciences › Decision Sciences › Information Systems and Management › Technology Adoption and User Behaviour
- Social Sciences › Gender Studies › Gender and Technology in Education
- Keywords
- digital immigrants, family support, smartphones, cognitive support, emotional support, self-efficacy, embeddedness, perceived usefulness, perceived enjoyment, technology adoption
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review