Technological Forecasting and Social Change

Article	Citations
CB-SEM vs PLS-SEM methods for research in social sciences and technology forecasting	728
Corporate social responsibility and environmental performance: The mediating role of environmental strategy and green innovation	535
Impact of COVID-19 on the travel and tourism industry	476
Manufacturing and service supply chain resilience to the COVID-19 outbreak: Lessons learned from the automobile and airline industries	457
Influence mechanism between green finance and green innovation: Exploring regional policy intervention effects in China	386
Role of institutional pressures and resources in the adoption of big data analytics powered artificial intelligence, sustainable manufacturing practices and circular economy capabilities	365
Analyzing the relationship between green innovation and environmental performance in large manufacturing firms	362
Do carbon emission trading schemes stimulate green innovation in enterprises? Evidence from China	355
Energy efficiency: The role of technological innovation and knowledge spillover	344
Misinformation sharing and social media fatigue during COVID-19: An affordance and cognitive load perspective	304
The Third Mission of the university: A systematic literature review on potentials and constraints	300
How Blockchain can impact financial services – The overview, challenges and recommendations from expert interviewees	300
Green technology innovations, urban innovation environment and CO2 emission reduction in China: Fresh evidence from a partially linear functional-coefficient panel model	298
Artificial intelligence and innovation management: A review, framework, and research agenda✰	297
How do technological innovation and fiscal decentralization affect the environment? A story of the fourth industrial revolution and sustainable growth	278
The impact of big data analytics and artificial intelligence on green supply chain process integration and hospital environmental performance	274
Linking circular economy and digitalisation technologies: A systematic literature review of past achievements and future promises	268
How does financial risk affect global CO2 emissions? The role of technological innovation	251
Implications of the coronavirus (COVID-19) outbreak for innovation: Which technologies will improve our lives?	240
Influence of artificial intelligence on technological innovation: Evidence from the panel data of china's manufacturing sectors	239
Impact of digital transformation on the automotive industry	238
Quantity or quality? The impacts of environmental regulation on firms’ innovation–Quasi-natural experiment based on China's carbon emissions trading pilot	234
Internationalization, digitalization, and sustainability: Are SMEs ready? A survey on synergies and substituting effects among growth paths	233
Impact of technological innovation on energy efficiency in industry 4.0 era: Moderation of shadow economy in sustainable development	232
Green technology progress and total factor productivity of resource-based enterprises: A perspective of technical compensation of environmental regulation	230

Is technological innovation making world "Greener"? An evidence from changing growth story of China	226
Understanding AI adoption in manufacturing and production firms using an integrated TAM-TOE model	224
Big data analytics capability and decision-making: The role of data-driven insight on circular economy performance	222
Time and frequency domain connectedness and spill-over among fintech, green bonds and cryptocurrencies in the age of the fourth industrial revolution	215
The impact of green technological innovation and institutional quality on CO2 emissions in African countries	213
How can SMEs successfully navigate VUCA environment: The role of agility in the digital transformation era	210
The digital divide: A review and future research agenda	210
Can Fintech development pave the way for a transition towards low-carbon economy: A global perspective	207
Environmental impact of information and communication technology: Unveiling the role of education in developing countries	194
COVID-19 information overload and generation Z's social media discontinuance intention during the pandemic lockdown	192
UK's net-zero carbon emissions target: Investigating the potential role of economic growth, financial development, and R&D expenditures based on historical data (1870–2017)	189
Corporate controversies and company's financial performance: Exploring the moderating role of ESG practices	189
The role of Financial Development and Technological Innovation towards Sustainable Development in Pakistan: Fresh insights from consumption and territory-based emissions	184
Investigating the spill overs and connectedness between financial globalization, high-tech industries and environmental footprints: Fresh evidence in context of China	183
Financial implications of fourth industrial revolution: Can bitcoin improve prospects of energy investment?	181
Diversification in the age of the 4th industrial revolution: The role of artificial intelligence, green bonds and cryptocurrencies	177
Climate policy uncertainty and world renewable energy index volatility forecasting	177
The adoption of digital technologies in supply chains: Drivers, process and impact	177
Fuzzy-set qualitative comparative analysis (fsQCA) in business and management research: A contemporary overview	176
Risk management in sustainable smart cities governance: A TOE framework	175
Impacts of influencer attributes on purchase intentions in social media influencer marketing: Mediating roles of characterizations	175
The four smarts of Industry 4.0: Evolution of ten years of research and future perspectives	174
An intelligent framework using disruptive technologies for COVID-19 analysis	173
Renewable energy technology innovation, industrial structure upgrading and green development from the perspective of China's provinces	173
Balancing innovation and exploitation in the fourth industrial revolution: Role of intellectual capital and technology absorptive capacity	172
Opportunities and challenges for contactless healthcare services in the post-COVID-19 Era	171
A machine learning based approach for predicting blockchain adoption in supply Chain	170
Measuring the perceived benefits of implementing blockchain technology in the banking sector	170
Industry 4.0 technologies, digital trust and technological orientation: What matters in open innovation?	169
Green bonds for sustainable development: Review of literature on development and impact of green bonds	166
Blockchain applications in management: A bibliometric analysis and literature review	165
CatBoost model and artificial intelligence techniques for corporate failure prediction	161
The influence of environmental regulation on industrial structure upgrading: Based on the strategic interaction behavior of environmental regulation among local governments	161
The effects of digital transformation on innovation and productivity: Firm-level evidence of South African manufacturing micro and small enterprises	161
Blockchain as a sustainability-oriented innovation?: Opportunities for and resistance to Blockchain technology as a driver of sustainability in global food supply chains	160
Prioritizing and overcoming biomass energy barriers: Application of AHP and G-TOPSIS approaches	159
Dynamic capabilities for ecosystem orchestration A capability-based framework for smart city innovation initiatives	157
What drives the acceptance of autonomous driving? An investigation of acceptance factors from an end-user's perspective	154
What influences algorithmic decision-making? A systematic literature review on algorithm aversion	153
Corporate transformation toward Industry 4.0 and financial performance: The influence of environmental, social, and governance (ESG)	153
On the efficiency of foreign exchange markets in times of the COVID-19 pandemic	151
Does green financial policy affect debt-financing cost of heavy-polluting enterprises? An empirical evidence based on Chinese pilot zones for green finance reform and innovations	151
Rethinking the choice of carbon tax and carbon trading in China	148
Mitigate risks in perishable food supply chains: Learning from COVID-19	147
Towards a new era of mass data collection: Assessing pandemic surveillance technologies to preserve user privacy	145
Literature review on digitalization capabilities: Co-citation analysis of antecedents, conceptualization and consequences	144
Does green innovation induce green total factor productivity? Novel findings from Chinese city level data	140
Does industrial robot application promote green technology innovation in the manufacturing industry?	139
Digital twin for sustainable manufacturing supply chains: Current trends, future perspectives, and an implementation framework	138
COVID-19, consumer behavior, technology, and society: A literature review and bibliometric analysis	138

A sustainable Blockchain framework for the halal food supply chain: Lessons from Malaysia	137
The roles of technology and Kyoto Protocol in energy transition towards COP26 targets: Evidence from the novel GMM-PVAR approach for G-7 countries	136
Effects of China's pilot low-carbon city policy on carbon emission reduction: A quasi-natural experiment based on satellite data	135
Bitcoin: A safe haven asset and a winner amid political and economic uncertainties in the US?	134
A novel framework for risk assessment and resilience of critical infrastructure towards climate change	134
Fostering employee's pro-environmental behavior through green transformational leadership, green human resource management and environmental knowledge	132
The role of trust in intention to use the IoT in eHealth: Application of the modified UTAUT in a consumer context	132
The effects of low-carbon pilot policy on technological innovation: Evidence from prefecture-level data in China	131
Entrepreneurial universities: A bibliometric analysis within the business and management domains	129
A metaverse assessment model for sustainable transportation using ordinal priority approach and Aczel-Alsina norms	127
Bridging the gap between circular economy and climate change mitigation policies through eco-innovations and Quintuple Helix Model	127
The interrelationship between the carbon market and the green bonds market: Evidence from wavelet quantile-on-quantile method	127
Can Bitcoin hedge the risks of geopolitical events?	126
Multifaceted applicability of drones: A review	125
Technological innovation and structural change for economic development in China as an emerging market	125
Technological innovation typologies and open innovation in SMEs: Beyond internal and external sources of knowledge	124
Renewable energy and technological innovation: Which one is the winner in promoting net-zero emissions?	123
Multistage implementation framework for smart supply chain management under industry 4.0	123
Can public participation constraints promote green technological innovation of Chinese enterprises? The moderating role of government environmental regulatory enforcement	122
Higher education development, technological innovation and industrial structure upgrade	121
Senior management's academic experience and corporate green innovation	120
Digital technology and business model innovation: A systematic literature review and future research agenda	119
Sustainable economic development in India: The dynamics between financial inclusion, ICT development, and economic growth	119
Digital transition and green growth in Chinese agriculture	116
A smart city is a less polluted city	116
Role of big data analytics capability in developing integrated hospital supply chains and operational flexibility: An organizational information processing theory perspective	115
A decision-making framework for Industry 4.0 technology implementation: The case of FinTech and sustainable supply chain finance for SMEs	115
Optimal green technology investment and emission reduction in emissions generating companies under the support of green bond and subsidy	114
Do government subsidies improve innovation investment for new energy firms: A quasi-natural experiment of China's listed companies	114
The effect of manufacturing intelligence on green innovation performance in China	114
Digital transformation in the maritime transport sector	113
Big data analytics capability and decision making performance in emerging market firms: The role of contractual and relational governance mechanisms	113
The influence of investor sentiment on the green bond market	112
New challenges in higher education: A study of the digital competence of educators in Covid times	112
Digital finance and green growth in China: Appraising inclusive digital finance using web crawler technology and big data	112
Technological innovation, organizational innovation and international performance of SMEs: The moderating role of domestic institutional environment	112
Blockchain, business and the fourth industrial revolution: Whence, whither, wherefore and how?	111
Consensus in the delphi method: What makes a decision change?	110
Technology policy and environmental quality at crossroads: Designing SDG policies for select Asia Pacific countries	110
The effect of energy patents on China's carbon emissions: Evidence from the STIRPAT model	109
How does the digital economy improve high-quality energy development? The case of China	109
Gamification and e-learning for young learners: A systematic literature review, bibliometric analysis, and future research agenda	108
Environmental information disclosure and green technology innovation: Empirical evidence from China	108
Does Environmental Regulation Induce Green Innovation? A Panel Study of Chinese Listed Firms	108
Threat or opportunity? A case study of digital-enabled redesign of entrepreneurship education in the COVID-19 emergency	107
Green technology innovation efficiency of energy-intensive industries in China from the perspective of shared resources: Dynamic change and improvement path	107
Has Covid-19 accelerated opportunities for digital entrepreneurship? An Indian perspective	107
Digitalization of economy is the key factor behind fourth industrial revolution: How G7 countries are overcoming with the financing issues?	107
Does technology gap increase FDI spillovers on productivity growth? Evidence from Chinese outward FDI in Belt and Road host countries	107
Environmental regulation, technology innovation, and low carbon development: Revisiting the EKC Hypothesis, Porter Hypothesis, and Jevons’ Paradox in China's iron & steel industry	106
The impact of new technologies on consumers beliefs: Reducing the perceived risks of electric vehicle adoption	106
Religion as a social shaping force in entrepreneurship and business: Insights from a technology-empowered systematic literature review	106
Digital knowledge sharing and creative performance: Work from home during the COVID-19 pandemic	106
Does cooperative membership increase and accelerate agricultural technology adoption? Empirical evidence from Zambia	105
Can digital transformation overcome the enterprise innovation dilemma: Effect, mechanism and effective boundary	105
Effects of the COVID-19 pandemic on the US stock market and uncertainty: A comparative assessment between the first and second waves	105
Exploring the asymmetric impact of economic policy uncertainty on China's carbon emissions trading market price: Do different types of uncertainty matter?	104
Future of e-Government: An integrated conceptual framework	104
Is decoupling embodied carbon emissions from economic output in Sino-US trade possible?	104
Potentials of blockchain technology in supply chain management: Long-term judgments of an international expert panel	104
Business-to-business open innovation: COVID-19 lessons for small and medium-sized enterprises from emerging markets	103
A readiness assessment framework for Blockchain adoption: A healthcare case study	103
Technology mining: Artificial intelligence in manufacturing	103
Are we preparing for a good AI society? A bibliometric review and research agenda	102
How do digitalization capabilities enable open innovation in manufacturing enterprises? A multiple case study based on resource integration perspective	102
Climbing the quality ladder of green innovation: Does green finance matter?	101
The effects of air transportation, energy, ICT and FDI on economic growth in the industry 4.0 era: Evidence from the United States	101
Industry 4.0 enables supply chain resilience and supply chain performance	100
Leveraging blockchain technology for green innovation in ecosystem-based business models: A dynamic capability of values appropriation	99
Board gender diversity, environmental innovation and corporate carbon emissions	98
Digital strategy implementation: The role of individual entrepreneurial orientation and relational capital	98
Green Credit Policy and Corporate Productivity: Evidence from a Quasi-natural Experiment in China	97
Digitalization of the healthcare supply chain: A roadmap to generate benefits and effectively support healthcare delivery	97
Unveiling the effect of transport infrastructure and technological innovation on economic growth, energy consumption and CO2 emissions	96
Energy endowment, environmental regulation, and energy efficiency: Evidence from China	96
How digitalization supports a sustainable business model: A literature review	95
An empirical discourse on forecasting the use of autonomous vehicles using consumers’ preferences	95
The use of multi-criteria decision-making methods in business analytics: A comprehensive literature review	94
The effect of urban innovation performance of smart city construction policies: Evaluate by using a multiple period difference-in-differences model	94
Consumer adoption intention for electric vehicles: Insights and evidence from Indian sustainable transportation	93

The impact of China's R&D subsidies on R&D investment, technological upgrading and economic growth	93
The effect of innovation-driven development on pollution reduction: Empirical evidence from a quasi-natural experiment in China	93
Intelligent transformation of the manufacturing industry for Industry 4.0: Seizing financial benefits from supply chain relationship capital through enterprise green management	93
The financial effect of firm digitalization: Evidence from China	93
Analysis of the adoption of emergent technologies for risk management in the era of digital manufacturing	93
ICT and education as determinants of environmental quality: The role of financial development in selected Asian countries	93
Social media-enabled healthcare: A conceptual model of social media affordances, online social support, and health behaviors and outcomes	92
FinTech, SME efficiency and national culture: Evidence from OECD countries	92
Industrial robots, employment growth, and labor cost: A simultaneous equation analysis	92
The interplay of digital transformation and employee competency: A design science approach	91
Digitalization of the economy and entrepreneurship intention	91
Understanding acceptance of eHealthcare by IoT natives and IoT immigrants: An integrated model of UTAUT, perceived risk, and financial cost	91
FinTech and commercial banks' performance in China: A leap forward or survival of the fittest?	90
Digital transformation and tourist experience co-design: Big social data for planning cultural tourism	90
Intellectual capital, blockchain-driven supply chain and sustainable production: Role of supply chain mapping	90
The Effects of Central Bank Digital Currencies News on Financial Markets	89
Green technology innovation, environmental externality, and the cleaner upgrading of industrial structure in China — Considering the moderating effect of environmental regulation	89
An ethical framework for big data and smart cities	89
Envisaging the carbon emissions efficiency of digitalization: The case of the internet economy for China	88
An Industry 4.0 maturity model for machine tool companies	88
Does technological innovation benefit energy firms’ environmental performance? The moderating effect of government subsidies and media coverage	88
A comprehensive hierarchical blockchain system for carbon emission trading utilizing blockchain of things and smart contract	87
Trade openness, economic growth, and energy intensity in China	87
Do environmental subsidies spur environmental innovation? Empirical evidence from Chinese listed firms	86
Digital innovation and the effects of artificial intelligence on firms’ research and development – Automation or augmentation, exploration or exploitation?	86
Circular economy for fashion industry: Use of waste from the food industry for the production of biotextiles	86
Alexa, what's on my shopping list? Transforming customer experience with digital voice assistants	86
Robo advisors, algorithmic trading and investment management: Wonders of fourth industrial revolution in financial markets	85
Digital platform capability and organizational agility of emerging market manufacturing SMEs: The mediating role of intellectual capital and the moderating role of environmental dynamism	85
Transforming consumers' intention to purchase green products: Role of social media	85
How AI revolutionizes innovation management – Perceptions and implementation preferences of AI-based innovators	85
Blockchain technology and trust relationships in trade finance	84
Forecasting credit ratings of decarbonized firms: Comparative assessment of machine learning models	84
Internet of Things (IoT) adoption barriers for the circular economy using Pythagorean fuzzy SWARA-CoCoSo decision-making approach in the manufacturing sector	84
How does energy poverty eradication promote green growth in China? The role of technological innovation	84
The digital transformation of business. Towards the datafication of the relationship with customers	83
The role of meta-UTAUT factors, perceived anthropomorphism, perceived intelligence, and social self-efficacy in chatbot-based services?	83
Business networks and organizational resilience capacity in the digital age during COVID-19: A perspective utilizing organizational information processing theory	82
Mobile apps for healthy living: Factors influencing continuance intention for health apps	82
Effects of innovation strategies on export performance: New empirical evidence from developing market firms	81
Income inequality, energy poverty, and energy efficiency: Who cause who and how?	81
How augmented reality (AR) is transforming the restaurant sector: Investigating the impact of “Le Petit Chef” on customers’ dining experiences	81
Urban innovation and intercity patent collaboration: A network analysis of China’s national innovation system	81
Exploring the coupling and forecasting of financial development, technological innovation, and economic growth	81
Role of environmental regulations and eco-innovation in energy structure transition for green growth: Evidence from OECD	81
Intellectual capital disclosure in integrated reports: The effect on firm value	80
Proposed managerial competencies for Industry 4.0 – Implications for social sustainability	80
Clustered institutional investors, shared ESG preferences and low-carbon innovation in family firm	80
Forecasting technological positioning through technology knowledge redundancy: Patent citation analysis of IoT, cybersecurity, and Blockchain	80
How do climate risk and clean energy spillovers, and uncertainty affect U.S. stock markets?	79
Influencing mechanism of reverse knowledge spillover on investment enterprises’ technological progress: An empirical examination of Chinese firms	79
The win-win ability of environmental protection and economic development during China's transition	79
A large multi-group decision-making technique for prioritizing the big data-driven circular economy practices in the automobile component manufacturing industry	78
Greening the globe: Uncovering the impact of environmental policy, renewable energy, and innovation on ecological footprint	78
Political connections and corporate carbon emission: New evidence from Chinese industrial firms	78
From technological development to social advance: A review of Industry 4.0 through machine learning	78
Towards a business analytics capability for the circular economy	78
Digital entrepreneurship in developing countries: The role of institutional voids	77
Openness to Industry 4.0 and performance: The impact of barriers and incentives	77
Factors affecting carbon emissions in emerging economies in the context of a green recovery: Implications for sustainable development goals	77
Mobile shoppers’ response to Covid-19 phobia, pessimism and smartphone addiction: Does social influence matter?	77
The effect of the Fourth Industrial Revolution on the environment: The relationship between electronic finance and pollution in OECD countries	77
Impacts of Healthcare 4.0 digital technologies on the resilience of hospitals	77
Research and application of association rule algorithm and an optimized grey model in carbon emissions forecasting	77
Digital business models and ridesharing for value co-creation in healthcare: A multi-stakeholder ecosystem analysis	77
How does government support promote digital economy development in China? The mediating role of regional innovation ecosystem resilience	76
A step towards environmental mitigation: Do green technological innovation and institutional quality make a difference?	76
The Impact of the Internet on Industrial Green Productivity: Evidence from China	76
The impact of COVID-19-related media coverage on the return and volatility connectedness of cryptocurrencies and fiat currencies	76
Social media induced fear of missing out (FoMO) and phubbing: Behavioural, relational and psychological outcomes	76
Financial innovation, information screening and industries’ green innovation — Industry-level evidence from the OECD	76
Innovation input, governance and climate change: Evidence from emerging countries	76
Social entrepreneurship orientation and company success: The mediating role of social performance	76
Green innovation effect of pilot zones for green finance reform: Evidence of quasi natural experiment	76
Data intelligence and analytics: A bibliometric analysis of human–Artificial intelligence in public sector decision-making effectiveness	76
Environmental Finance: An Interdisciplinary Review	75
Upcycled by-product use in agri-food systems from a consumer perspective: A review of what we know, and what is missing	75
The impact of supply chain innovation on competitive advantage in the construction industry: Evidence from a moderated multi-mediation model	75
Patients’ perceptions of teleconsultation during COVID-19: A cross-national study	75
The evolution of the digital service ecosystem and digital business model innovation in retail: The emergence of meta-ecosystems and the value of physical interactions	75
Rethinking the corporate digital divide: The complementarity of technologies and the demand for digital skills	74
Dynamic evolution and driving factors of new energy development: Fresh evidence from China	74
The effect of institutional ownership and ownership dispersion on eco-innovation	74
Big data and firm marketing performance: Findings from knowledge-based view	74
Green investment, financial development, digitalization and economic sustainability in Vietnam: Evidence from a quantile-on-quantile regression and wavelet coherence	74
Digitalisation boosts company performance: an overview of Italian listed companies	74
A systematic literature review on cyberstalking. An analysis of past achievements and future promises	73
Asymmetric effects of geopolitical risks and uncertainties on green bond markets	73
Imitation or innovation: To what extent do exploitative learning and exploratory learning foster imitation strategy and innovation strategy for sustained competitive advantage?✰	73
Investigating consumer innovativeness in the context of drone food delivery services: Its impact on attitude and behavioral intentions	73
Spanish SMEs’ digitalization enablers: E-Receipt applications to the offline retail market	72
Behavioral entrepreneurship for achieving the sustainable development goals	72
Dark consequences of social media-induced fear of missing out (FoMO): Social media stalking, comparisons, and fatigue	72
The consequences of industrial restructuring, regional balanced development, and market-oriented reform for China's carbon dioxide emissions: A multi-tier meta-frontier DEA-based decomposition analysi	72
Preferential tax policy and R&D personnel flow for technological innovation efficiency of China's high-tech industry in an emerging economy	71