Technological Forecasting and Social Change

Article	Citations
Revealing the role of intellectual capital in digitalized health networks. A meso‑level analysis for building and monitoring a KPI dashboard	1153
Analyzing the interplay between eco-friendly and Islamic digital currencies and green investments	529
The role of religiosity in product and technology acceptance: Evidence from COVID-19 vaccines	467
Are we making progress on decarbonization? A panel heterogeneous study of the long-run relationship in selected economies	422
Towards novel blockchain decentralised autonomous organisation (DAO) led corporate governance framework	397
Digitalization's effect on everyday entrepreneurs in the French organic wine industry	385
Who are we? Analyzing the digital identities of organizations through the lens of micro-interactions on social media	383
Using fuzzy cognitive maps to develop policy strategies for the development of green rural housing: A case study in China	339
Interdisciplinary limits of creative business education	303
The emergence of peace engineering and innovation	302
Editorial Board	300
News and user characteristics used by personalized algorithms: The case of Korea's news aggregators, Naver News and Kakao News	297
The gig economy's secret weapon: ChatGPT	283
Is FinTech making world more “inclusive”? Evidence from inclusive growth story of China	282
R&D innovation, industrial evolution and the labor skill structure in China manufacturing	279
Credit evaluation solutions for social groups with poor services in financial inclusion: A technical forecasting method	275
Late-stage academic entrepreneurship: Explaining why academic scientists collaborate with industry to commercialize their patents	269
Methodology for constructing scenarios for health policy research: The case of coverage decision-making for drugs for rare diseases in Canada	267
Technology married to good governance and diversity: Explaining e-participation preparedness in government	265
Increasing lower incomes and reducing material deprivation: The beneficial role of social robots	257
“Peace engineering in practice: A case study at the University of New Mexico”	253
Intangibles, innovation, and sector specialization in global value chains: A case study on the EU's and the UK's manufacturing industries	245
Stepping out of the innovation race to embrace outnovation: Fostering well-being and responsible consumption through sustainability, simplicity, authenticity, and nostalgia	241
Carbon-abatement policies, investment preferences, and directed technological change: Evidence from China	235
A novel analysis of COVID 19 risk in India incorporating climatic and socioeconomic Factors	231

Direct network effects in electric vehicle adoption	226
Employees’ acceptance of wearable devices: Towards a predictive model	225
Transition towards environmental sustainability through financial inclusion, and digitalization in China: Evidence from novel quantile-on-quantile regression and wavelet coherence approach	222
A shift in power? Value co-creation through successful crowdfunding	220
Aligning strategic position, behavior, and structure for smart service businesses in manufacturing	218
Whom you know matters: Network structure, industrial environment and digital orientation	217
Does corporate social responsibility pay? Evidence from social ratings in microfinance institutions	214
An exploratory study on users' resistance to mobile app updates: Using netnography and fsQCA	212
Does innovation capacity reduce tax evasion? Moderating effect of intellectual property rights	211
Environmental behavioral perceptions under uncertainty of alternative economic futures	210
Innovation ecosystems as structures: Actor roles, timing of their entrance, and interactions	209
Time-varying impact of financial development on carbon emissions in G-7 countries: Evidence from the long history	208
Adopting new technologies during the crisis: An empirical analysis of agricultural sector	204
AI-empowered scale development: Testing the potential of ChatGPT	203
The effect of foreign aid on carbon emissions in recipient countries: Evidence from China	200
Identifying potential breakthrough research: A machine learning method using scientific papers and Twitter data	199
Deploying artificial intelligence for healthcare: An empirical study on the patients' usage of health care service and AI's anthropomorphic structure form	197
Bulk storage technologies in imperfect electricity markets under time-of-use pricing: Implications for the environment and social welfare	197
Law, mobile money drivers and mobile money innovations in developing countries	191
Covid-19 health policy intervention and volatility of Asian capital markets	185
Navigating the green wave: Understanding behavioral antecedents of sustainable cryptocurrency investment	184
A systematic literature network analysis of green information technology for sustainability: Toward smart and sustainable livelihoods	183
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	182
A multicriteria approach to ranking Latin-American universities based on region-specific criteria	181
Innovation in crisis: The role of ‘exaptive relations’ for medical device development in response to COVID-19	181
Electronic government and corruption: Systematic literature review, framework, and agenda for future research	174
An AI-enabled approach for improving advertising identification and promotion in social networks	174
Forecasting the Olympic medal distribution – A socioeconomic machine learning model	172
The successful implementation of industry 4.0 in manufacturing: An analysis and prioritization of risks in Irish industry	170
Modelling the effect of electric aircraft on airport operations and infrastructure	170
Cellulosic ethanol production: Assessment of the impacts of learning and plant capacity	169
Enabling battery circularity: Unlocking circular business model archetypes and collaboration forms in the electric vehicle battery ecosystem	167
Intelligent cathedrals: Using augmented reality, virtual reality, and artificial intelligence to provide an intense cultural, historical, and religious visitor experience	166
Regional innovation ability and its inequality: Measurements and dynamic decomposition	165
A novel multiscale forecasting model for crude oil price time series	165
Pathway and key factor identification of third-party market cooperation of China's overseas energy investment projects	164
Selection of sustainable transportation strategies for campuses using hybrid decision-making approach under picture fuzzy sets	163
Evaluating the impact of big data analytics usage on the decision-making quality of organizations	162
Personal growth or servant leader: What do hotel employees need most to be affectively well amidst the turbulent COVID-19 times?	161
Towards a business analytics capability for the circular economy	159
Risk prediction and credibility detection of network public opinion using blockchain technology	157
Forecasting power load: A hybrid forecasting method with intelligent data processing and optimized artificial intelligence	157
Service chatbot: Co-citation and big data analysis toward a review and research agenda	155
Assessing the impact of new technologies on wages and labour income shares	152
The contagion effect of artificial intelligence across innovative industries: From blockchain and metaverse to cleantech and beyond	152
The empirical study of digital marketing strategy and performance in small and medium-sized enterprises (SMEs)	152
Student evaluation of online learning during the COVID-19 pandemic	151
Hesitation at increasing integration: The feasibility of Norway expanding cross-border renewable electricity interconnection to support European decarbonisation	150
Synergistic impacts of technological advancement and environmental hazards on social change and human well-being in South Asia	150
Cash rich to cashless market: Segmentation and profiling of Fintech-led-Mobile payment users	149

Exploring users' willingness to disclose personal information in online healthcare communities: The role of satisfaction	148
Enhancing blue: The resilience of blue economy and the efficiency of China's sea-land industrial synergy	148
Delegating decision-making to autonomous products: A value model emphasizing the role of well-being	148
Analysing acceptability of E-rickshaw as a public transport innovation in Delhi: A responsible innovation perspective	147
Eco-friendly technologies, international tourism and carbon emissions: Evidence from the most visited countries	146
Effect of Digital Silk Road and innovation heterogeneity on digital economy growth across 29 countries: New evidence from PSM-DID	146
Consequences of technostress for users in remote (home) work contexts during a time of crisis: The buffering role of emotional social support	145
Implementing and scaling artificial intelligence: A review, framework, and research agenda	145
Coskewness and the short-term predictability for Bitcoin return	145
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	145
Integrating patent analysis into technology roadmapping: A latent dirichlet allocation based technology assessment and roadmapping in the field of Blockchain	144
City-wide scale-up of smart city pilot projects: Governance conditions	144
Cross-spectral coherence and dynamic connectedness among contactless digital payments and digital communities, enterprise collaboration, and virtual reality firms	143
Boundary spanning R&D collaboration: Key enabling technologies and missions as alleviators of proximity effects?	143
Understanding medical consumers’ intentions to switch from cash payment to medical mobile payment: A perspective of technology migration	143
Can digital transformation alleviate corporate tax stickiness: The mediation effect of tax avoidance	141
The relationship between total factor productivity and environmental quality: A sustainable future with innovation input	139
Impacts of digital government on regional eco-innovation: Moderating role of dual environmental regulations	138
Alignment of words and actions? Government environmental attention and enterprise digital transformation	137
Gender, electricity access, renewable energy consumption and energy efficiency	137
Climate policy uncertainty and the U.S. economic cycle	134
Does structural labor change affect CO2 emissions? Theoretical and empirical evidence from China	134
Income inequality, energy poverty, and energy efficiency: Who cause who and how?	133
Intellectual capital, blockchain-driven supply chain and sustainable production: Role of supply chain mapping	133
Environmental information disclosure and green technology innovation: Empirical evidence from China	132
Technological changes, financial development and ecological consequences: A comparative study of developed and developing economies	132
Quantile co-movement and dependence between energy-focused sectors and artificial intelligence	132
Antecedent configurations toward radical green innovation: Based on resource orchestration theory	131
Analysis of the social media strategy of audio-visual OTTs in Spain: The case study of Netflix, HBO and Amazon Prime during the implementation of Disney +	131
Determinants of natural disaster emergency public investment cycles in central and southern Chinese regions: The role of technological innovation efficiency	131
Editorial Board	131
Technology yields spoils: The impact of digitalization on innovation value appropriation	130
Urban and architectural spatial changes based on technology-adapted users: A literature review	130
Social media content classification and community detection using deep learning and graph analytics	130
How digital technology affects working conditions in globally fragmented production chains: Evidence from Europe	129
Effective R&D capital and total factor productivity: Evidence using spatial panel data models	129
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	129
Exploring the knowledge base of innovation research: Towards an emerging innovation model	129
An exploratory perspective to measure the emergence degree for a specific technology based on the philosophy of swarm intelligence	128
IP dLedger - Decentralized ledger for intellectual property administration	128
More is better or in waste? A resource allocation measure of government grants for facilitating firm innovations	126
The impact of natural resource dependency on green economic growth: A business environment perspective	124
An exploratory analysis of Brazilian universities in the technological innovation process	123
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	123
Framing the virus: The political, economic, biomedical and social understandings of the COVID-19 in Taiwan	122
Technology-enabled financing of sustainable infrastructure: A case for blockchains and decentralized oracle networks	120
Bringing employee learning to AI stress research: A moderated mediation model	120
The impacts of game experience and fanwork creation on game loyalty: Mediation effect of perceived value	120
Biased technical change, capital deepening, and efficiency of environmental regulations: Evidence from the Chinese provinces	120
Sustainability in family business: Mechanisms, technologies and business models for achieving economic prosperity, environmental quality and social equity	120
Impact of demand information sharing on organic farming adoption: An evolutionary game approach	119
Technological propensity, financial constraints, and entrepreneurial limits in young entrepreneurs’ social business enterprises: The tunisian experience	119
Does Internet exposure reduce the desire for family control? Evidence from China	119
Exploring the nexus of digital transformation and sustainability in agribusiness: Advancing a research agenda	119
Determinants of eco-innovation adoption of small and medium enterprises: An empirical analysis in Myanmar	119
The pressure of political promotion and renewable energy technological innovation: A spatial econometric analysis from China	118
An analysis of the competitiveness of the tourism industry in a context of economic recovery following the COVID19 pandemic	117
New way out of efficiency-equity dilemma: Digital technology empowerment for local government environmental governance	117
Inter-sectoral relations to accelerate the formation of technological innovation systems: Determinants of actors’ entry into marine renewable energy technologies	117
Sustainable development goal deficits and the Covid 19 pandemic	116
How can pilot and demonstration plants drive market formation? Lessons from advanced biofuel development in Europe	116
Why do people choose to continue using cryptocurrencies?	115
Renewable energy consumption, trade and inflation in MENA countries with augmented production function: Implications for the COP26	115
Driven by the policy or bent by the market? Cracking the digital transformation code of farmer cooperatives	115
Appropriating IT outsourcing for IT alignment: An adaptive structuration theory perspective	113
Implementing customer relationship management successfully: A configurational perspective	112
The interplaying factors of the robotic tourism experience: The customer journey's touchpoints, context, and qualities	112
Editorial Board	112
Consumer knowledge and sustainable decision-making: A mixed-method inquiry and proposed model	111
They didn't ask: Online innovation communities as a latent dynamic capability	111
Attack and defense in patent-based competition: A new paradigm of strategic decision-making in the era of the fourth industrial revolution	110
Innovating agri-food business models after the Covid-19 pandemic: The impact of digital technologies on the value creation and value capture mechanisms	110
An exploratory study of breakthrough innovations in digital businesses: The case of the Perfect Corporation	109
How can infectious medical waste be forecasted and transported during the COVID-19 pandemic? A hybrid two-stage method	108
Hard budget constraints and artificial intelligence technology	108
The role of cooperation and technological orientation on startups' innovativeness: An analysis based on the microfoundations of innovation	108
Links between entropy, complexity, and the technological singularity	107
Impact of population aging on food security in the context of artificial intelligence: Evidence from China	107
Exploring new digital therapeutics technologies for psychiatric disorders using BERTopic and PatentSBERTa	106
The effects of anthropomorphism presence and the marketing mix have on retail app continuance use intention	106

Specialization in climate technologies at the regional level in Europe: relatedness and the moderating role of policy direction	106
Generational differences in organizational leaders: an interpretive phenomenological analysis of work meaningfulness in the Nordic high-tech organizations	106
Analysis of artificial intelligence-based technologies and approaches on sustainable entrepreneurship	106
Managing a blockchain-based platform ecosystem for industry-wide adoption: The case of TradeLens	105
Contingency-based analysis of the drivers and obstacles to a successful sustainable business model: Seeking the uncaptured value	104
From theory to practice: Empirical perspectives on the metaverse's potential	104
AI-enabled Green Business Strategy: Path to carbon neutrality via environmental performance and green process innovation	104
Beyond borders: Assessing the transboundary effects of environmental regulation on technological development in Europe	104
Leading smart city projects: Government dynamic capabilities and public value creation	103
Impact of virtual water export on water resource security associated with the energy and food bases in Northeast China	102
Does financial inclusion achieve the dual dividends of narrowing carbon inequality within cities and between cities? Empirical evidence from China	102
Impact of AI-focussed technologies on social and technical competencies for HR managers – A systematic review and research agenda	102
Investigating the effect of advertising irritation on digital advertising effectiveness: A moderated mediation model	102
Does mobile money contribute to reducing multidimensional poverty?	101
What can the environmental rule of law do for environmental innovation? Evidence from environmental tribunals in China	101
Digital health platforms for the elderly? Key adoption and usage barriers and ways to address them	101
Emission reduction targets and electrification of the Finnish energy system with low-carbon Power-to-X technologies: Potentials, barriers, and innovations – A Delphi survey	101
Alexa, what's on my shopping list? Transforming customer experience with digital voice assistants	101
My video game console is so cool! A coolness theory-based model for intention to use video game consoles	99
Evaluating and forecasting the niche fitness of regional innovation ecosystems: A comparative evaluation of different optimized grey models	99
Climate risks, financial performance and lending growth: Evidence from the banking industry	99
Blockchain applications in management: A bibliometric analysis and literature review	99
Leveraging big data for strategic marketing: A dynamic capabilities model for incumbent firms	99
The nonlinear effects of environmental innovation on energy sector-based carbon dioxide emissions in OECD countries	98
The role of organizational ambidexterity and frugal innovation in enhancing circular supply chains: The effect of artificial intelligence capabilities	97
Industry 4.0 impacts on responsible environmental and societal management in the family business	97
Antecedents of international entrepreneurship and emerging technologies help to achieve sustainable development goals: Moderating role of global mindset	97
Does crowdfunding really foster innovation? Evidence from the board game industry	96
Investigating the potential of low-carbon pathways for hydrocarbon-dependent rentier states: Sociotechnical transition in Qatar	96
Designing a digital citizen-centered service	96
High-tech industry agglomeration and regional green development: An analysis of spatial Durbin model	96
Title: Holistic governance strategy to reduce carbon intensity	95
Hybrid crops, income, and food security of smallholder families: Empirical evidence from poor states of India	95
Gender diversity on boards: Determinants that underlie the proposals for female directors	95
Twin transition in industrial organizations: Conceptualization, implementation framework, and research agenda	94
Frontline healthcare providers’ behavioural intention to Internet of Things (IoT)-enabled healthcare applications: A gender-based, cross-generational study	94
Onboarding for a new playful narrative adventure in game metaverses	94
Evaluation of the alternatives of introducing electric vehicles in developing countries using Type-2 neutrosophic numbers based RAFSI model	94
Customer acceptance of frontline social robots—Human-robot interaction as boundary condition	92
Navigating toward the promised land of digitalization and sustainability convergence	92
Renewable energy source technology selection considering the empathetic preferences of experts in a cognitive fuzzy social participatory allocation network	92
Does corporate social responsibility influence performance persistence? A signal extraction approach with evidence from Fortune 500 companies	91
Unleashing the spillover potential: Exploring the role of technology-seeking investment in driving green innovation of host countries	91
Knowledge and innovation in start-up ventures: A systematic literature review and research agenda	91
The impact of climate change on credit cycles: Evidence from China's bond market	90
Wired in? Genetic traits and entrepreneurship around the world	90
Digitalisation boosts company performance: an overview of Italian listed companies	89
A novel approach for DDoS attacks detection in COVID-19 scenario for small entrepreneurs	89
Cooperation in an uncertain environment: The impact of stakeholders' concerted action on collaborative innovation projects risk management	89
To be (online) or not to be? The antecedents of online study propensity and e-learning-dependent dropout intention in higher education	88
High-stake student drop-out prediction using hidden Markov models in fully asynchronous subscription-based MOOCs	88
Substantial response or impression management? Compliance strategies for sustainable development responsibility in family firms	88
Spatial effects of technology market development on energy efficiency: Heterogeneity analysis based on the characteristics of technology market	88
Sensing the Metaverse: The microfoundations of complementor firms' dynamic sensing capabilities in emerging-technology ecosystems	87
Blockchain application and collaborative innovation in the manufacturing industry: Based on the perspective of social trust	87
Entrepreneurship Education and Graduates' Entrepreneurial Intentions: Does Gender Matter? A Multi-Group Analysis using AMOS	87
Revisiting the development trajectory of the digital divide: A main path analysis approach	87
Creating new tech entrepreneurs with digital platforms: Meta-organizations for shared value in data-driven retail ecosystems	87
Is decoupling embodied carbon emissions from economic output in Sino-US trade possible?	86
Guns better than butter in Pakistan? The dilemma of military expenditure, human development, and economic growth	85
Innovation in times of crisis: The relevance of digitalization and early internationalization strategies	85
Artificial intelligence adoption in a professional service industry: A multiple case study	85
The role of lean, agility and learning ambidexterity in Industry 4.0 implementations	84
The choice of structural equation modeling technique matters: A commentary on Dash and Paul (2021)	83
How do care service managers and workers perceive care robot adoption in elderly care facilities?	83
Drivers for and barriers to the diffusion of biogas technologies through export	83
Understanding the Mechanism Between IT Identity, IT Mindfulness and Mobile Health Technology Continuance Intention: An Extended Expectation Confirmation Model	83
Editorial introduction to the Special Issue: Interactions between humans and social robots put to the test	82
Institutional forces, leapfrogging effects, and innovation status: Evidence from the adoption of a continuously evolving technology in small organizations	82
Mapping technological trajectories and exploring knowledge sources: A case study of E-payment technologies	82
The impact-mechanism of “Internet +” on the innovation performance of traditional enterprises: Empirical evidence from China	81
Unpacking the intellectual structure and evolution trend of general-purpose technologies development in innovation studies	81
Staying on convention or leapfrogging to eco-innovation?: Identifying early adopters of hydrogen-powered vehicles	81
Using emerging technologies to tackle mobility challenges caused by population ageing: Experiences from Japan	81
Editorial Board	81
Policy capacities for mission-oriented innovation policy: A case study of UKRI and the industrial strategy challenge fund	81
Me, myself and AI: How gender, personality and emotions determine willingness to use Strong AI for self-improvement	80
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	80
The effects of internet use on the cultivation of non-timber forest products	80
Antecedents and consequences of social media group users' fatigue: A mixed-methods study under educational context	79
American society keeps a lid on the number of deaths from guns and car accidents but not from mass shootings	79
A decision support scheme for solving the mobile coverage gap in rural areas in developing countries – Demonstrated with a case in Indonesia	79
On the post-pandemic travel boom: How capacity building and smart tourism technologies in rural areas can help - evidence from Iran	78
Are universities ready to deliver digital skills and competences? A text mining-based case study of marketing courses in Italy	78
Game changers in science and technology - now and beyond	78
Democracy or what? Political system on the planet Mars after its colonization	78
Evaluation of the critical success factors of dynamic enterprise risk management in manufacturing SMEs using an integrated fuzzy decision-making model	78
Forecasting impulsive consumers driven by macro-influencers posts: Intervention of followers' flow state and perceived informativeness	77
Unveiling the green innovation paradox: Exploring the impact of carbon emission reduction on corporate green technology innovation	77
Is this a new story of the ‘Two Giants’? A systematic literature review of the relationship between industry 4.0, sustainability and its pillars	77
Industry 4.0 technologies in Smart Agriculture: A review and a Technology Assessment Model proposition	77
Can digital literacy improve individuals' incomes and narrow the income gap?	77
Roles of top management support and compatibility in big data predictive analytics for supply chain collaboration and supply chain performance	76
Coupling for climate intervention: Sectoral and sustainability couplings for carbon removal and solar geoengineering pathways	76
From technological development to social advance: A review of Industry 4.0 through machine learning	76