Summary of literature review findings
| Reference | Technology type | Sector | Country | N, study design and data collection | Attitudes toward using technology | Performance expectancy | Effort expectancy | Social influence | Facilitating conditions | Behavior intentions and use behavior |
|---|---|---|---|---|---|---|---|---|---|---|
| Abeni et al. (2019) | Productivity technology | Agricultural | IT | n = 490 C QN | AD. Negative relation between age and behavior intention | |||||
| Adams et al. (2021) | Productivity technology | Agricultural | GH | n = 463 C QN | AD. Negative relation between age and use behavior | |||||
| Agwu et al. (2008) | Technology (no specified) | Agricultural | NG | n = 135 C QN | AD. Negative relation between age and use behavior | |||||
| Alarima et al. (2011) | Productivity technology | Agricultural | NG | n = 124 C QN | AD. Negative relation between age and use behavior | |||||
| Al-Gahtani (2008) | Technology (no specified) | – | SA | n = 722 C QN | AI. The relationship between perceived usefulness and behavior intention to use technology it was stronger for younger than older workers | AI. NS | ||||
| Al-Gahtani et al. (2007) | Information and communication technology | – | SA | n = 1,190 C QN | AI. NS | AI. NS | AI. The relationship between social influence and behavior intention to use technology it was stronger for younger than older workers | AI. The relationship between facilitating condition and technology use it was stronger for younger than older workers | ||
| Barchielli et al. (2021) | Technology (no specified) | Healthcare | IT | n = 54 C QN | AI. The relationship between performance expectancy and behavior intention to use technology it was stronger for younger than older workers | AI. The relationship between effort expectancy and behavior intention to use technology it was stronger for younger than older workers | AI. The relationship between social influence and behavior intention to use technology it was stronger for younger than older workers | AI. The relationship between facilitating condition and technology use it was stronger for older than younger workers | ||
| Bayramzadeh and Alkazemi (2014) | Information and communication technology | Healthcare | USA | n = 70 C QN | AD. Younger nurses assessed more favorably tech-based communication over face-to-face interactions | |||||
| Becker et al. (2020) | Technology (no specified) | Utility | USA | n = 261 C QL | AD. Confidence in use technology was lower for older than younger workers | |||||
| Bortamuly and Goswami (2015) | Technology (no specified) | Manufacturing | IND | n = 500 C QL | AD. Negative relation between age and use behavior | |||||
| Brown et al. (2019) | Technology (no specified) | Agricultural | NZ | n = 1984 C QL | AD. Negative relation between age and use behavior | |||||
| Brown et al. (2010) | Information and communication technology | – | FI | n = 447 L QN | AD. Performance expectancy was higher for younger than older workers | AD. Effort expectancy was higher for younger than older workers | AD. Social influence was higher for older than younger workers AI. NS | AD. Facilitating conditions was higher for younger than older workers AI. The relationship between facilitating condition and technology use it was stronger for older than younger workers | AD. Negative relation between age and behavior intention and use behavior | |
| Chedid et al. (2013) | Technology (no specified) | Healthcare | AU | n = 13 C QL | AD. Confidence in use technology was lower for older than younger workers | |||||
| Cheng et al. (2011) | Training technology | – | CN | n = 202 C QN | AI. NS | AI. NS | ||||
| Chen et al. (2008) | Training technology | Healthcare | TW | n = 222 C QN | AD. NS | |||||
| Chien et al. (1998) | Computer and software | Retail | USA | n = 144 C QN | AD. Over thirty-nine years old workers less computer use than workers under forty years old | |||||
| De Koning and Gelderblom (2006) | Computer and software | Retail | NL | n = 538 C QN | AD. Negative relation between age and use behavior among workers older than fifty years | |||||
| Dutta and Borah (2018) | Information and communication technology | Public administration | IND | n = 93 C QN | NS | AD. Higher level of performance expectancy among workers older than 50 years old | AD. Higher level of effort expectancy among workers younger than 50 years old | AD. Higher concern about facilitating conditions among older than younger workers | ||
| Eley et al. (2009) | Computer and software | Healthcare | USA | n = 3,680 C QN | AD. Location of computers and insufficient number of computers were considered more relevant barriers for younger nurses. IT knowledge, lack of technical support and confidence in use were considered more relevant barriers for older nurses | |||||
| Fasbender et al. (2023) | Information and communication technology | – | DE | n = 470 C QN | AD. NS | AD. NS | AD. Perceived ease of use was higher for older than younger workers | |||
| Friedberg (2003) | Computer and software | – | USA | n = 60000 L QN | AD. Percentage of computer use decrease with age | |||||
| Jelinski et al. (2019) | Technology (no specified) | Agricultural | CA | n = 72820 C QN | AD. Over forty-nine years old workers less computer use than workers under fifty years old | |||||
| Jimoh et al. (2012) | Information and communication technology | Healthcare | NG | n = 200 C QN | AD. NS | AD. Perceived ease of use was higher for older than younger workers | ||||
| Katou and Vogiatzi (2011) | Information and communication technology | Tourism | GR | n = 215 C QN | AD. Negative relation between age and use behavior | |||||
| Kelkay et al. (2025) | Training technology | Healthcare | ET | n = 1,056 C QN | AI. NS | AI. NS | AI. NS | AI. NS | ||
| Kim et al. (2024) | Artificial Intelligence | – | KR | n = 300 C QN | AI. NS | AI. The relationship between effort expectancy and behavior intention to use technology was stronger for younger than older workers | AI. NS | AI. NS | ||
| Larsen and Sørebø (2005) | Information and communication technology | Oil and Gas | NO | n = 500 C QN | AD. Negative relation between age and use behavior | |||||
| Laumer et al. (2016) | Information and communication technology | Automotive | – | n = 106 C QN | AD. Performance expectancy was higher for older than younger workers | AD. Perceived ease of use was higher for older than younger workers | ||||
| Morris and Venkatesh (2000) | Information and communication technology | Finance | USA | n = 118 L QN | AD. Younger workers reported higher pleasure of tech use AI. The relationship between pleasure to use the system and tech use intention was stronger for younger workers | AI. The relationship between facilitating condition and technology use it was stronger for older than younger workers | ||||
| Morris et al. (2005) | Technology (no specified) | – | USA | n = 342 L QN | AI. The relationship between attitudes toward using technology and behavior intention to use technology it was stronger for older than younger workers | AI. The relationship between subjective norms and behavior intention to use technology it was stronger for older than younger workers | AI. NS | |||
| Moura et al. (2020) | Information and communication technology | Academic | BR | n = 147 C QN | AI. NS | AI. NS | AI. NS | AI. NS | ||
| Newby et al. (2014) | Management technology | Retail | USA | n = 126 C QN | AD. NS | |||||
| Negera et al. (2023) | Management technology | Public administration | ET | n = 397 C QN | AD. Positive relation between age and use behavior | |||||
| Nord et al. (2020) | Information and communication technology | – | SP | n = 104 C QN | AD. Workers between thirty-six- and forty-five-years old use more social media for business purpose | |||||
| Owombo and Idumah (2017) | Productivity technology | Agricultural | NG | n = 240 C QN | AD. Negative relation between age and use behavior | |||||
| Park et al. (2020) | Management technology | Healthcare | KR | n = 866 C QN | AI. The relationship between performance expectancy and behavior intention to use technology it was stronger for younger than older workers | AI. NS | AI. NS | |||
| Rantanen and Toikko (2017) | Welfare technology | NGO | FI | n = 129 C QN | AD. NS | AD. NS | AD. Perceived behavioral control was higher for younger than older workers | AD. Negative relation between age and behavior intention | ||
| Schleife (2006) | Computer and software | – | DE | n = 581 L QN | AD. Older age group show a significantly smaller probability to use a computer at work | |||||
| Shah et al. (2013) | Training technology | Finance | PK | n = 172 C QN | AD. Performance expectancy was higher for younger than older workers | AD. NS | ||||
| Singh and Acharjya (2016) | Computer and software | Healthcare | IND | n = 164 C QN | AD. Higher performance expectancy among age group 31–50 years old than among age group 26–30 years old | |||||
| Soja and Soja (2020) | Management technology | – | PL | n = 187 C QL | AD. Higher concern about facilitating conditions among older than younger workers | |||||
| Tarcan and Valor (2010) | Information and communication technology | Tourism | TK | n = 396 C QN | AD. Performance expectancy was higher for older than younger workers | AD. NS | ||||
| Urhuogo et al. (2013) | Information and communication technology | Academic | USA | n = 216 C QL | AD. Confidence in use technology was lower for older than younger workers | AD. Negative relation between age and use behavior | ||||
| Venkatesh and Zhang (2010) | Technology (no specified) | – | USA/CN | n = 149 L QN | AI. The relationship between performance expectancy and behavior intention to use technology it was stronger for younger man than older workers | AI. The relationship between effort expectancy and behavior intention to use technology it was stronger for younger women in the early stages of their experience | AI. NS | |||
| Venkatesh et al. (2008) | Information and communication technology | Telecommunication | USA | n = 321 L QN | AI. NS | |||||
| Venkatesh et al. (2003) | Technology (no specified) | – | USA | n = 215 L QN | AI. NS | AI. The relationship between performance expectancy and behavior intention to use technology it was stronger for younger man than older workers | AI. The relationship between effort expectancy and behavior intention to use technology it was stronger for older women than younger workers | AI. The relationship between social influence and behavior intention to use technology it was stronger for older than younger workers | AI. The relationship between facilitating condition and technology use it was stronger for older than younger workers | |
| Welch et al. (2020) | Training technology | Museum | EN | n = 118 C QN | AI. The relationship between performance expectancy and behavior intention to use technology it was stronger for younger than older workers | AI. The relationship between effort expectancy and behavior intention to use technology it was stronger for older than younger workers | AI. The relationship between social influence and behavior intention to use technology it was stronger for younger than older workers | |||
| Werner and Landau (2011) | Welfare technology | Healthcare | IL | n = 116 C QN | AD. NS | |||||
| Wilder et al. (2019) | Welfare technology | Healthcare | USA | n = 114 C QN | AD. Younger workers were more likely to be willing to try voice technology | |||||
| Yang et al. (2022) | Information and communication technology | Shipping service | – | – | AI. The relationship between performance expectancy and behavior intention to use technology it was stronger for older than younger workers | AI. The relationship between social influence and behavior intention to use technology it was stronger for older than younger workers | ||||
| Zeffane and Cheek (1993) | Computer and software | Telecommunication | AU | n = 1,300 C QN | AD. Negative relation between age and use behavior |
| Reference | Technology type | Sector | Country | Attitudes toward using technology | Performance expectancy | Effort expectancy | Social influence | Facilitating conditions | Behavior intentions and use behavior | |
|---|---|---|---|---|---|---|---|---|---|---|
| Productivity technology | Agricultural | IT | AD. Negative relation between age and behavior intention | |||||||
| Productivity technology | Agricultural | GH | AD. Negative relation between age and use behavior | |||||||
| Technology (no specified) | Agricultural | NG | AD. Negative relation between age and use behavior | |||||||
| Productivity technology | Agricultural | NG | AD. Negative relation between age and use behavior | |||||||
| Technology (no specified) | – | SA | AI. The relationship between perceived usefulness and behavior intention to use technology it was stronger for younger than older workers | AI. NS | ||||||
| Information and communication technology | – | SA | AI. NS | AI. NS | AI. The relationship between social influence and behavior intention to use technology it was stronger for younger than older workers | AI. The relationship between facilitating condition and technology use it was stronger for younger than older workers | ||||
| Technology (no specified) | Healthcare | IT | AI. The relationship between performance expectancy and behavior intention to use technology it was stronger for younger than older workers | AI. The relationship between effort expectancy and behavior intention to use technology it was stronger for younger than older workers | AI. The relationship between social influence and behavior intention to use technology it was stronger for younger than older workers | AI. The relationship between facilitating condition and technology use it was stronger for older than younger workers | ||||
| Information and communication technology | Healthcare | USA | AD. Younger nurses assessed more favorably tech-based communication over face-to-face interactions | |||||||
| Technology (no specified) | Utility | USA | AD. Confidence in use technology was lower for older than younger workers | |||||||
| Technology (no specified) | Manufacturing | IND | AD. Negative relation between age and use behavior | |||||||
| Technology (no specified) | Agricultural | NZ | AD. Negative relation between age and use behavior | |||||||
| Information and communication technology | – | FI | AD. Performance expectancy was higher for younger than older workers | AD. Effort expectancy was higher for younger than older workers | AD. Social influence was higher for older than younger workers | AD. Facilitating conditions was higher for younger than older workers | AD. Negative relation between age and behavior intention and use behavior | |||
| Technology (no specified) | Healthcare | AU | AD. Confidence in use technology was lower for older than younger workers | |||||||
| Training technology | – | CN | AI. NS | AI. NS | ||||||
| Training technology | Healthcare | TW | AD. NS | |||||||
| Computer and software | Retail | USA | AD. Over thirty-nine years old workers less computer use than workers under forty years old | |||||||
| Computer and software | Retail | NL | AD. Negative relation between age and use behavior among workers older than fifty years | |||||||
| Information and communication technology | Public administration | IND | NS | AD. Higher level of performance expectancy among workers older than 50 years old | AD. Higher level of effort expectancy among workers younger than 50 years old | AD. Higher concern about facilitating conditions among older than younger workers | ||||
| Computer and software | Healthcare | USA | AD. Location of computers and insufficient number of computers were considered more relevant barriers for younger nurses. IT knowledge, lack of technical support and confidence in use were considered more relevant barriers for older nurses | |||||||
| Information and communication technology | – | DE | AD. NS | AD. NS | AD. Perceived ease of use was higher for older than younger workers | |||||
| Computer and software | – | USA | AD. Percentage of computer use decrease with age | |||||||
| Technology (no specified) | Agricultural | CA | AD. Over forty-nine years old workers less computer use than workers under fifty years old | |||||||
| Information and communication technology | Healthcare | NG | AD. NS | AD. Perceived ease of use was higher for older than younger workers | ||||||
| Information and communication technology | Tourism | GR | AD. Negative relation between age and use behavior | |||||||
| Training technology | Healthcare | ET | AI. NS | AI. NS | AI. NS | AI. NS | ||||
| Artificial Intelligence | – | KR | AI. NS | AI. The relationship between effort expectancy and behavior intention to use technology was stronger for younger than older workers | AI. NS | AI. NS | ||||
| Information and communication technology | Oil and Gas | NO | AD. Negative relation between age and use behavior | |||||||
| Information and communication technology | Automotive | – | AD. Performance expectancy was higher for older than younger workers | AD. Perceived ease of use was higher for older than younger workers | ||||||
| Information and communication technology | Finance | USA | AD. Younger workers reported higher pleasure of tech use | AI. The relationship between facilitating condition and technology use it was stronger for older than younger workers | ||||||
| Technology (no specified) | – | USA | AI. The relationship between attitudes toward using technology and behavior intention to use technology it was stronger for older than younger workers | AI. The relationship between subjective norms and behavior intention to use technology it was stronger for older than younger workers | AI. NS | |||||
| Information and communication technology | Academic | BR | AI. NS | AI. NS | AI. NS | AI. NS | ||||
| Management technology | Retail | USA | AD. NS | |||||||
| Management technology | Public administration | ET | AD. Positive relation between age and use behavior | |||||||
| Information and communication technology | – | SP | AD. Workers between thirty-six- and forty-five-years old use more social media for business purpose | |||||||
| Productivity technology | Agricultural | NG | AD. Negative relation between age and use behavior | |||||||
| Management technology | Healthcare | KR | AI. The relationship between performance expectancy and behavior intention to use technology it was stronger for younger than older workers | AI. NS | AI. NS | |||||
| Welfare technology | NGO | FI | AD. NS | AD. NS | AD. Perceived behavioral control was higher for younger than older workers | AD. Negative relation between age and behavior intention | ||||
| Computer and software | – | DE | AD. Older age group show a significantly smaller probability to use a computer at work | |||||||
| Training technology | Finance | PK | AD. Performance expectancy was higher for younger than older workers | AD. NS | ||||||
| Computer and software | Healthcare | IND | AD. Higher performance expectancy among age group 31–50 years old than among age group 26–30 years old | |||||||
| Management technology | – | PL | AD. Higher concern about facilitating conditions among older than younger workers | |||||||
| Information and communication technology | Tourism | TK | AD. Performance expectancy was higher for older than younger workers | AD. NS | ||||||
| Information and communication technology | Academic | USA | AD. Confidence in use technology was lower for older than younger workers | AD. Negative relation between age and use behavior | ||||||
| Technology (no specified) | – | USA/CN | AI. The relationship between performance expectancy and behavior intention to use technology it was stronger for younger man than older workers | AI. The relationship between effort expectancy and behavior intention to use technology it was stronger for younger women in the early stages of their experience | AI. NS | |||||
| Information and communication technology | Telecommunication | USA | AI. NS | |||||||
| Technology (no specified) | – | USA | AI. NS | AI. The relationship between performance expectancy and behavior intention to use technology it was stronger for younger man than older workers | AI. The relationship between effort expectancy and behavior intention to use technology it was stronger for older women than younger workers | AI. The relationship between social influence and behavior intention to use technology it was stronger for older than younger workers | AI. The relationship between facilitating condition and technology use it was stronger for older than younger workers | |||
| Training technology | Museum | EN | AI. The relationship between performance expectancy and behavior intention to use technology it was stronger for younger than older workers | AI. The relationship between effort expectancy and behavior intention to use technology it was stronger for older than younger workers | AI. The relationship between social influence and behavior intention to use technology it was stronger for younger than older workers | |||||
| Welfare technology | Healthcare | IL | AD. NS | |||||||
| Welfare technology | Healthcare | USA | AD. Younger workers were more likely to be willing to try voice technology | |||||||
| Information and communication technology | Shipping service | – | – | AI. The relationship between performance expectancy and behavior intention to use technology it was stronger for older than younger workers | AI. The relationship between social influence and behavior intention to use technology it was stronger for older than younger workers | |||||
| Computer and software | Telecommunication | AU | AD. Negative relation between age and use behavior |
Note(s): AU = Australia; BR = Brazil; CA = Canada; CN = China; DE = Germany; EN = England; ET = Ethiopia; FI = Finland; GH = Ghana; GR = GREECE; IL = Israel; IND = India; IT = Italy; KR = Korea; NG = Nigeria; NL = Netherlands; NO = Norway; NZ = New Zealand; PK = Pakistan; PL = Poland; SA = Saudi Arabia; SP = Spain; TK = Turkey; TW = Taiwan; USA = United States. C = Cross-sectional study; L = Longitudinal study. QN = Quantitative data collection; QL = Qualitative data collection. AD = Age differences; AI = Age interaction. NS = non-significant findings
Source(s): Authors’ work
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