Technological Forecasting and Social Change

Article	Citations
Revolutionising retail: A review of Intelligent Unmanned Convenience Stores and their market implications	750
Editorial Board	406
Environmental behavioral perceptions under uncertainty of alternative economic futures	389
Enhancing blue: The resilience of blue economy and the efficiency of China's sea-land industrial synergy	361
Increasing lower incomes and reducing material deprivation: The beneficial role of social robots	359
Are we making progress on decarbonization? A panel heterogeneous study of the long-run relationship in selected economies	352
Direct network effects in electric vehicle adoption	344
Cellulosic ethanol production: Assessment of the impacts of learning and plant capacity	309
Birthplace diversity of immigrants and technological novelty: Unpacking the internal structure of diversity	299
Unlocking the institutional foundations of green innovation: A machine learning analysis	299
A multicriteria approach to ranking Latin-American universities based on region-specific criteria	286
Does corporate social responsibility pay? Evidence from social ratings in microfinance institutions	282
A framework for research on the automation of work	282
Interdisciplinary limits of creative business education	280
Identifying potential breakthrough research: A machine learning method using scientific papers and Twitter data	273
A systematic literature network analysis of green information technology for sustainability: Toward smart and sustainable livelihoods	271
Innovation in crisis: The role of ‘exaptive relations’ for medical device development in response to COVID-19	267
Using fuzzy cognitive maps to develop policy strategies for the development of green rural housing: A case study in China	262
Minimizing extractivism through 3D printing with law and policy support	259
The effect of foreign aid on carbon emissions in recipient countries: Evidence from China	253
Digital innovation as strategic response: How CEO with informal power deal with inconsistent performance feedback	243
Exploring the impact of metaverse adoption on sustainability outcomes in retail organizations: A dynamic capabilities view perspective	243
Cash rich to cashless market: Segmentation and profiling of Fintech-led-Mobile payment users	238
Personal growth or servant leader: What do hotel employees need most to be affectively well amidst the turbulent COVID-19 times?	236
Adopting new technologies during the crisis: An empirical analysis of agricultural sector	235

Whom you know matters: Network structure, industrial environment and digital orientation	235
Forecasting power load: A hybrid forecasting method with intelligent data processing and optimized artificial intelligence	234
Advertising strategies for innovation capability sharing: A two-sided market analysis	232
An exploratory study on users' resistance to mobile app updates: Using netnography and fsQCA	223
A catalytic regulatory framework for accelerating sustainable innovation	222
Capturing the timing of crisis evolution: A machine learning and directional wavelet coherence approach to isolating event-specific uncertainty using Google searches with an application to COVID-19	222
Climate policy uncertainty and the U.S. economic cycle	222
Assessing the impact of new technologies on wages and labour income shares	218
Analyzing the interplay between eco-friendly and Islamic digital currencies and green investments	214
Market competition dynamics under phasing the carbon policy: The case of Chinese electric vehicles	210
Digitalization's effect on everyday entrepreneurs in the French organic wine industry	208
Cross-spectral coherence and dynamic connectedness among contactless digital payments and digital communities, enterprise collaboration, and virtual reality firms	205
Impact of robotics on unemployment: Moderating effect of the national culture	204
Navigating the green wave: Understanding behavioral antecedents of sustainable cryptocurrency investment	204
Towards novel blockchain decentralised autonomous organisation (DAO) led corporate governance framework	201
Effect of Digital Silk Road and innovation heterogeneity on digital economy growth across 29 countries: New evidence from PSM-DID	198
From phone booths to Wi-Fi kiosks: the spatial inequality of public connectivity in New York City	194
AI-empowered scale development: Testing the potential of ChatGPT	193
Credit evaluation solutions for social groups with poor services in financial inclusion: A technical forecasting method	191
AI technology and labor skill transformation: Theoretical and empirical evidence from China	190
R&D innovation, industrial evolution and the labor skill structure in China manufacturing	185
Risk prediction and credibility detection of network public opinion using blockchain technology	184
Hesitation at increasing integration: The feasibility of Norway expanding cross-border renewable electricity interconnection to support European decarbonisation	183
Stepping out of the innovation race to embrace outnovation: Fostering well-being and responsible consumption through sustainability, simplicity, authenticity, and nostalgia	182
Quantile co-movement and dependence between energy-focused sectors and artificial intelligence	179
Pathway and key factor identification of third-party market cooperation of China's overseas energy investment projects	177
Coskewness and the short-term predictability for Bitcoin return	177
The contagion effect of artificial intelligence across innovative industries: From blockchain and metaverse to cleantech and beyond	177
Is FinTech making world more “inclusive”? Evidence from inclusive growth story of China	175
Do multinational technology alliances promote enterprises' innovation quality or quantity in emerging markets? - evidence from China	174
Impacts of digital government on regional eco-innovation: Moderating role of dual environmental regulations	174
Who are we? Analyzing the digital identities of organizations through the lens of micro-interactions on social media	173
Consequences of technostress for users in remote (home) work contexts during a time of crisis: The buffering role of emotional social support	173
The empirical study of digital marketing strategy and performance in small and medium-sized enterprises (SMEs)	172
The relationship between total factor productivity and environmental quality: A sustainable future with innovation input	171
Integrating human support with algorithmic control: Psychological reactance in platform work	167
Can digital transformation alleviate corporate tax stickiness: The mediation effect of tax avoidance	167
Service chatbot: Co-citation and big data analysis toward a review and research agenda	164
Synergistic impacts of technological advancement and environmental hazards on social change and human well-being in South Asia	160
Transition towards environmental sustainability through financial inclusion, and digitalization in China: Evidence from novel quantile-on-quantile regression and wavelet coherence approach	158
Financing sustainable farming: The role of trust in the adoption of fintech by farmers	158
The gig economy's secret weapon: ChatGPT	158
Supporting the digital transformation journey through monitoring systems in healthcare. A comparative analysis of European empirical approaches through an adaptation of the IPOO framework	155
Alignment of words and actions? Government environmental attention and enterprise digital transformation	154
Technology married to good governance and diversity: Explaining e-participation preparedness in government	153
Innovation ecosystems as structures: Actor roles, timing of their entrance, and interactions	152
An AI-enabled approach for improving advertising identification and promotion in social networks	150
Enabling battery circularity: Unlocking circular business model archetypes and collaboration forms in the electric vehicle battery ecosystem	150
Selection of sustainable transportation strategies for campuses using hybrid decision-making approach under picture fuzzy sets	149
Mitigating liabilities of foreignness in migrant entrepreneurship: The role of AI in building virtual embeddedness	147

Implementing and scaling artificial intelligence: A review, framework, and research agenda	146
Dynamic effect of Bitcoin, fintech and artificial intelligence stocks on eco-friendly assets, Islamic stocks and conventional financial markets: Another look using quantile-based approaches	144
Deploying artificial intelligence for healthcare: An empirical study on the patients' usage of health care service and AI's anthropomorphic structure form	143
The role of religiosity in product and technology acceptance: Evidence from COVID-19 vaccines	142
Editorial Board	138
Technological changes, financial development and ecological consequences: A comparative study of developed and developing economies	138
Exploring new digital therapeutics technologies for psychiatric disorders using BERTopic and PatentSBERTa	137
Biased technical change, capital deepening, and efficiency of environmental regulations: Evidence from the Chinese provinces	137
Specialization in climate technologies at the regional level in Europe: relatedness and the moderating role of policy direction	137
Exploring the knowledge base of innovation research: Towards an emerging innovation model	136
Divergent Paths: Unpacking the role of skill-biased and routine-biased technological change on urban income inequality in China	135
Urban and architectural spatial changes based on technology-adapted users: A literature review	135
Empowering AI with experiential learning: Implications from analysing user-generated content	134
Determinants of natural disaster emergency public investment cycles in central and southern Chinese regions: The role of technological innovation efficiency	134
Contingency-based analysis of the drivers and obstacles to a successful sustainable business model: Seeking the uncaptured value	133
Implementing customer relationship management successfully: A configurational perspective	133
How can infectious medical waste be forecasted and transported during the COVID-19 pandemic? A hybrid two-stage method	131
Technology yields spoils: The impact of digitalization on innovation value appropriation	131
Hard budget constraints and artificial intelligence technology	131
Female parliamentarians and environmental sustainability: Do national culture matter?	131
Approaching the future: Blueprinting and Wayfinding in corporate foresight enactment	130
Does financial inclusion achieve the dual dividends of narrowing carbon inequality within cities and between cities? Empirical evidence from China	130
An exploratory study of breakthrough innovations in digital businesses: The case of the Perfect Corporation	129
Why do people choose to continue using cryptocurrencies?	129
Transforming supply chain operations: Unveiling the path ahead by leveraging artificial intelligence (AI) to drive the shift towards carbon neutrality (CN)	128
IP dLedger - Decentralized ledger for intellectual property administration	126
The Yin and Yang of social media: Employing PLS-SEM, fsQCA, and NCA to assess its effects on employee work performance	126
How digital technology affects working conditions in globally fragmented production chains: Evidence from Europe	126
Multi-dimensional environmental assessments of China's typical photovoltaic- and wind-driven seawater desalination in coastal areas	122
Innovating agri-food business models after the Covid-19 pandemic: The impact of digital technologies on the value creation and value capture mechanisms	120
Does Internet exposure reduce the desire for family control? Evidence from China	120
Dynamic optimal distinctive configurations enabling manufacturing firms to achieve high green innovation efficiency	119
Impact of population aging on food security in the context of artificial intelligence: Evidence from China	119
The pressure of political promotion and renewable energy technological innovation: A spatial econometric analysis from China	118
Exploring the nexus of digital transformation and sustainability in agribusiness: Advancing a research agenda	118
Leveraging big data for strategic marketing: A dynamic capabilities model for incumbent firms	118
Exploring the Nexus: TikTok cyberbullying, anxiety, depression, life satisfaction, and sex differences among young adults	118
An exploratory analysis of Brazilian universities in the technological innovation process	118
Digital health platforms for the elderly? Key adoption and usage barriers and ways to address them	117
Analysis of artificial intelligence-based technologies and approaches on sustainable entrepreneurship	117
Evaluating and forecasting the niche fitness of regional innovation ecosystems: A comparative evaluation of different optimized grey models	116
The impact of natural resource dependency on green economic growth: A business environment perspective	115
Social media content classification and community detection using deep learning and graph analytics	115
Driven by the policy or bent by the market? Cracking the digital transformation code of farmer cooperatives	115
Does mobile money contribute to reducing multidimensional poverty?	114
Promoting low-carbon development in Yangtze River Delta area in China through the lens of decarbonization of industrial gas producers: A case study based on evolutionary game and Lotka-Volterra models	112
Effective R&D capital and total factor productivity: Evidence using spatial panel data models	111
Emission reduction targets and electrification of the Finnish energy system with low-carbon Power-to-X technologies: Potentials, barriers, and innovations – A Delphi survey	110
Consumer knowledge and sustainable decision-making: A mixed-method inquiry and proposed model	110
Appropriating IT outsourcing for IT alignment: An adaptive structuration theory perspective	110
More is better or in waste? A resource allocation measure of government grants for facilitating firm innovations	110
How can pilot and demonstration plants drive market formation? Lessons from advanced biofuel development in Europe	110
Exploring the impact of AI investments on waste management and mitigation from the Lens of sustainable circular economy	109
Framing the virus: The political, economic, biomedical and social understandings of the COVID-19 in Taiwan	107
Antecedent configurations toward radical green innovation: Based on resource orchestration theory	106
Beyond borders: Assessing the transboundary effects of environmental regulation on technological development in Europe	106
Managing a blockchain-based platform ecosystem for industry-wide adoption: The case of TradeLens	105
Impact of AI-focussed technologies on social and technical competencies for HR managers – A systematic review and research agenda	105
AI-enabled Green Business Strategy: Path to carbon neutrality via environmental performance and green process innovation	105
The role of cooperation and technological orientation on startups' innovativeness: An analysis based on the microfoundations of innovation	105
What can the environmental rule of law do for environmental innovation? Evidence from environmental tribunals in China	105
Renewable energy consumption, trade and inflation in MENA countries with augmented production function: Implications for the COP26	105
From theory to practice: Empirical perspectives on the metaverse's potential	105
Smart farming technologies and changes to farm work: New insights into on-farm experiences	104
Geopolitics and the changing landscape of global value chains and competition in the global semiconductor industry: Rivalry and catch-up in chip manufacturing in East Asia	104
Rethinking national health innovation systems for AI: Emphasizing trust building and user-integration	104
Bringing employee learning to AI stress research: A moderated mediation model	103
Technology-enabled financing of sustainable infrastructure: A case for blockchains and decentralized oracle networks	103
New way out of efficiency-equity dilemma: Digital technology empowerment for local government environmental governance	103
Determinants of firms' decisions to block AI crawlers: Strategic insights from the BEDC framework	102
Editorial Board	102
How do state internet regulations impact innovation? A cross-country configural narrative	102
The role of lean, agility and learning ambidexterity in Industry 4.0 implementations	101
Social acceptability of innovation: A systematic literature review and future research directions	101
Cooperation in an uncertain environment: The impact of stakeholders' concerted action on collaborative innovation projects risk management	101
On the post-pandemic travel boom: How capacity building and smart tourism technologies in rural areas can help - evidence from Iran	101
Policy capacities for mission-oriented innovation policy: A case study of UKRI and the industrial strategy challenge fund	100
African green hydrogen uptake from the lens of African development and European energy security: A blessing or curse?	100
A decision support scheme for solving the mobile coverage gap in rural areas in developing countries – Demonstrated with a case in Indonesia	99
Institutional forces, leapfrogging effects, and innovation status: Evidence from the adoption of a continuously evolving technology in small organizations	99

Assessing the speed of improved postharvest technology adoption in Tanzania: The role of social learning and agricultural extension services	99
The impact of voice assistant home devices on people with disabilities: A longitudinal study	99
Strategic scenarios for the digitalisation of chronic disease care management: A 10-year foresight case study in Lisbon's primary healthcare setting	99
Hybrid crops, income, and food security of smallholder families: Empirical evidence from poor states of India	98
Proximity and cross-regional academia-industry collaboration: The moderating role of regional government support	97
Editorial introduction to the Special Issue: Interactions between humans and social robots put to the test	97
Unpacking the intellectual structure and evolution trend of general-purpose technologies development in innovation studies	97
Spatial effects of technology market development on energy efficiency: Heterogeneity analysis based on the characteristics of technology market	97
Editorial Board	97
The impact-mechanism of “Internet +” on the innovation performance of traditional enterprises: Empirical evidence from China	96
Unleashing the spillover potential: Exploring the role of technology-seeking investment in driving green innovation of host countries	96
Corrigendum to “Forecasting inclusive futures: Fintech, capability expansion, and livelihood pathways in urban Indian slums – A mixed-methods analysis” [Published in Technological Forecasting & So	96
Coupling for climate intervention: Sectoral and sustainability couplings for carbon removal and solar geoengineering pathways	96
American society keeps a lid on the number of deaths from guns and car accidents but not from mass shootings	96
Corrigendum to “Exploring the impact of responsible AI governance on corporate performance: A quasi-natural experiment” [Technol. Forecast. Soc. Change 223 (February 2026) 124425]	96
Me, myself and AI: How gender, personality and emotions determine willingness to use Strong AI for self-improvement	95
How do care service managers and workers perceive care robot adoption in elderly care facilities?	95
Mapping technological trajectories and exploring knowledge sources: A case study of E-payment technologies	95
Antifragility or threat-rigidity: the impact of board environmental policy uncertainty perception on corporate exploratory and exploitative green technological innovation	95
A data-driven approach to establishing a patent strategy by generating a patent map based on generative topographic mapping	95
Customer acceptance of frontline social robots—Human-robot interaction as boundary condition	94
High-stake student drop-out prediction using hidden Markov models in fully asynchronous subscription-based MOOCs	93
Industry 4.0 technologies in Smart Agriculture: A review and a Technology Assessment Model proposition	93
Onboarding for a new playful narrative adventure in game metaverses	93
Neither buying nor allying: Employing open innovation through the rental of R&D capabilities	93
Does corporate social responsibility influence performance persistence? A signal extraction approach with evidence from Fortune 500 companies	91
High-tech industry agglomeration and regional green development: An analysis of spatial Durbin model	91
Sensing the Metaverse: The microfoundations of complementor firms' dynamic sensing capabilities in emerging-technology ecosystems	91
Investigating the potential of low-carbon pathways for hydrocarbon-dependent rentier states: Sociotechnical transition in Qatar	91
Unveiling the green innovation paradox: Exploring the impact of carbon emission reduction on corporate green technology innovation	91
Innovation in times of crisis: The relevance of digitalization and early internationalization strategies	91
The time-varying impact of geopolitical relations on rare earth trade networks: What is the role of China's rare earth export restrictions?	90
Can digital literacy improve individuals' incomes and narrow the income gap?	90
Forecasting impulsive consumers driven by macro-influencers posts: Intervention of followers' flow state and perceived informativeness	90
To be (online) or not to be? The antecedents of online study propensity and e-learning-dependent dropout intention in higher education	90
Roles of top management support and compatibility in big data predictive analytics for supply chain collaboration and supply chain performance	90
Antecedents and consequences of social media group users' fatigue: A mixed-methods study under educational context	89
The impact of climate change on credit cycles: Evidence from China's bond market	89
“Assessment of circular economy strategies for climate change mitigation”: A forecast on India's path to a net zero future	88
Unlocking blockchain's potential for supply chain transformation: A robust system analysis for enhanced strategic performance	88
Designing a digital citizen-centered service	87
Cross-border knowledge transfer and the innovation performance of developing economy small and medium enterprises: A moderated mediation effect of industry networks and localization of knowledge	87
Forecasting benchmark product emergence via technological phylogeny and strategic features	87
Evaluation of the critical success factors of dynamic enterprise risk management in manufacturing SMEs using an integrated fuzzy decision-making model	86
Using emerging technologies to tackle mobility challenges caused by population ageing: Experiences from Japan	86
An empirical investigation of critical success factors in implementing digital transformation	86
Gender diversity on boards: Determinants that underlie the proposals for female directors	86
Antecedents of international entrepreneurship and emerging technologies help to achieve sustainable development goals: Moderating role of global mindset	86
Evaluation of the alternatives of introducing electric vehicles in developing countries using Type-2 neutrosophic numbers based RAFSI model	85
Bibliometric analysis of sustainable tourism using CiteSpace	85
The effects of internet use on the cultivation of non-timber forest products	85
Game changers in science and technology - now and beyond	85
Climate risks, financial performance and lending growth: Evidence from the banking industry	85
The nonlinear effects of environmental innovation on energy sector-based carbon dioxide emissions in OECD countries	84
The role of organizational ambidexterity and frugal innovation in enhancing circular supply chains: The effect of artificial intelligence capabilities	84
Navigating toward the promised land of digitalization and sustainability convergence	84
Are universities ready to deliver digital skills and competences? A text mining-based case study of marketing courses in Italy	84
Artificial intelligence adoption in a professional service industry: A multiple case study	84
Twin transition in industrial organizations: Conceptualization, implementation framework, and research agenda	84
Technology–user–environment framework for assessing smart city technology adoption: Insights from Sejong National Pilot Smart City	84
Examining the relationship between content length and engagement with news outlets on multiple social media platforms	84
The choice of structural equation modeling technique matters: A commentary on Dash and Paul (2021)	84
Firm performance and information security technology intellectual property	83
Mid-air haptics for automotive HUDs: A sketch anticipation and design fiction study	83
Comparing research trends with patenting activities in the biomedical sector: The case of dementia	83
The unicorn match: Consumer mindset and the adoption of disruptive models	83
Discovering the impact of farmer field schools on the adoption of environmental-friendly technology	83
Guest editorial: Technological transformation and change	82
Hiding in the supply chain: Investigating supplier eco-innovations when buyer and supplier have common owners	82
“I am proud of my job”: Examining the psychological mechanism underlying technological innovation's effects on employee brand ambassadorship	82
How do Fortune firms build a social presence on social media platforms? Insights from multi-modal analytics	82
Unlocking employer insights: Using large language models to explore human-centric aspects in the context of industry 5.0	82
Global diversification, host-country environments, and corporate philanthropic giving: Evidence from Chinese multinational corporations	82
Peer effects in digital inclusive finance participation decisions: Evidence from rural China	82
Avatar anthropomorphism continuum: A blockchain-based data analysis of avatar skin purchases in the metaverse	82
Enhancing employees' remote work experience: Exploring the role of organizational job resources	81
Motivating strategic front-line employees for innovative sales in the digital transformation era: The mediating role of salesperson learning	81
Technology-oriented start-ups and valuation: A novel approach based on specific contract terms	81
Public sector development and entrepreneurial initiatives for improving circular economy performance: Government policy and digital transformation initiatives as moderators	80
Comparative analysis of third-level digital divide among Korean older adults: Capital-based approach	80
Tech hub entrepreneurial training to low-income communities: Evidence from Brazil	80
Breaking the carbon lock-in: Identifying pathways for Malaysia towards a low-carbon future	80
Assessing the impact of the sharing economy and technological innovation on sustainable development: An empirical investigation of the United Kingdom	80
Industrial innovation processes and societal challenges: How Telenor's mobile phone data became a tool for fighting pandemics	79
Gamification of mobile money payment for generating customer value in emerging economies: The social impact theory perspective	79
A framework to overcome challenges to the adoption of artificial intelligence in Indian Government Organizations	79
Win, lose, or draw? Forecasting the outcome of a race toward a dominant formal standard with machine learning	79
Topic identification and sentiment trends in Weibo and WeChat content related to intellectual property in China	79
Winds of change due to global lockdowns: Refreshing digital social entrepreneurship research paradigm	78
Designing business models for Industry 4.0 technologies provision: Changes in business dimensions through digital transformation	78
Discovering technology convergence opportunities based on interactions between science and technology convergence: The case of artificial intelligence and renewable energy	78
How does gender diversity in top management teams affect carbon disclosure and its quality: Evidence from the technological industry	78
Navigating the uncertainty path of virtual influencers: Empirical evidence through a cultural lens	77
Estimating urban GDP growth using nighttime lights and machine learning techniques in data poor environments: The case of South Sudan	77
The micromobility mindset: Socio-technical drivers of bike share scheme adoption in the UK	77