Technological Forecasting and Social Change

Article	Citations
CB-SEM vs PLS-SEM methods for research in social sciences and technology forecasting	642
Corporate social responsibility and environmental performance: The mediating role of environmental strategy and green innovation	497
Impact of COVID-19 on the travel and tourism industry	462
Manufacturing and service supply chain resilience to the COVID-19 outbreak: Lessons learned from the automobile and airline industries	435
Influence mechanism between green finance and green innovation: Exploring regional policy intervention effects in China	351
Analyzing the relationship between green innovation and environmental performance in large manufacturing firms	341
Role of institutional pressures and resources in the adoption of big data analytics powered artificial intelligence, sustainable manufacturing practices and circular economy capabilities	340
Do carbon emission trading schemes stimulate green innovation in enterprises? Evidence from China	335
Energy efficiency: The role of technological innovation and knowledge spillover	320
Misinformation sharing and social media fatigue during COVID-19: An affordance and cognitive load perspective	291
How Blockchain can impact financial services – The overview, challenges and recommendations from expert interviewees	283
Green technology innovations, urban innovation environment and CO2 emission reduction in China: Fresh evidence from a partially linear functional-coefficient panel model	275
Artificial intelligence and innovation management: A review, framework, and research agenda✰	273
How do technological innovation and fiscal decentralization affect the environment? A story of the fourth industrial revolution and sustainable growth	269
The Third Mission of the university: A systematic literature review on potentials and constraints	268
The impact of big data analytics and artificial intelligence on green supply chain process integration and hospital environmental performance	248
Linking circular economy and digitalisation technologies: A systematic literature review of past achievements and future promises	246
How does financial risk affect global CO2 emissions? The role of technological innovation	244
Implications of the coronavirus (COVID-19) outbreak for innovation: Which technologies will improve our lives?	235
Impact of digital transformation on the automotive industry	223
Quantity or quality? The impacts of environmental regulation on firms’ innovation–Quasi-natural experiment based on China's carbon emissions trading pilot	217
Is technological innovation making world "Greener"? An evidence from changing growth story of China	217
Influence of artificial intelligence on technological innovation: Evidence from the panel data of china's manufacturing sectors	216
Impact of technological innovation on energy efficiency in industry 4.0 era: Moderation of shadow economy in sustainable development	215
Green technology progress and total factor productivity of resource-based enterprises: A perspective of technical compensation of environmental regulation	210

Internationalization, digitalization, and sustainability: Are SMEs ready? A survey on synergies and substituting effects among growth paths	206
Time and frequency domain connectedness and spill-over among fintech, green bonds and cryptocurrencies in the age of the fourth industrial revolution	202
Can Fintech development pave the way for a transition towards low-carbon economy: A global perspective	201
The impact of green technological innovation and institutional quality on CO2 emissions in African countries	194
Big data analytics capability and decision-making: The role of data-driven insight on circular economy performance	194
How can SMEs successfully navigate VUCA environment: The role of agility in the digital transformation era	192
Understanding AI adoption in manufacturing and production firms using an integrated TAM-TOE model	192
Environmental impact of information and communication technology: Unveiling the role of education in developing countries	186
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)	183
COVID-19 information overload and generation Z's social media discontinuance intention during the pandemic lockdown	181
The role of Financial Development and Technological Innovation towards Sustainable Development in Pakistan: Fresh insights from consumption and territory-based emissions	178
Investigating the spill overs and connectedness between financial globalization, high-tech industries and environmental footprints: Fresh evidence in context of China	177
Financial implications of fourth industrial revolution: Can bitcoin improve prospects of energy investment?	177
The digital divide: A review and future research agenda	176
Corporate controversies and company's financial performance: Exploring the moderating role of ESG practices	171
An intelligent framework using disruptive technologies for COVID-19 analysis	171
Diversification in the age of the 4th industrial revolution: The role of artificial intelligence, green bonds and cryptocurrencies	168
Fuzzy-set qualitative comparative analysis (fsQCA) in business and management research: A contemporary overview	162
Risk management in sustainable smart cities governance: A TOE framework	162
The four smarts of Industry 4.0: Evolution of ten years of research and future perspectives	162
The adoption of digital technologies in supply chains: Drivers, process and impact	161
Climate policy uncertainty and world renewable energy index volatility forecasting	161
Balancing innovation and exploitation in the fourth industrial revolution: Role of intellectual capital and technology absorptive capacity	161
Measuring the perceived benefits of implementing blockchain technology in the banking sector	159
A machine learning based approach for predicting blockchain adoption in supply Chain	158
Impacts of influencer attributes on purchase intentions in social media influencer marketing: Mediating roles of characterizations	157
Opportunities and challenges for contactless healthcare services in the post-COVID-19 Era	155
Renewable energy technology innovation, industrial structure upgrading and green development from the perspective of China's provinces	155
Industry 4.0 technologies, digital trust and technological orientation: What matters in open innovation?	153
Prioritizing and overcoming biomass energy barriers: Application of AHP and G-TOPSIS approaches	152
Blockchain as a sustainability-oriented innovation?: Opportunities for and resistance to Blockchain technology as a driver of sustainability in global food supply chains	151
Blockchain applications in management: A bibliometric analysis and literature review	150
The influence of environmental regulation on industrial structure upgrading: Based on the strategic interaction behavior of environmental regulation among local governments	149
On the efficiency of foreign exchange markets in times of the COVID-19 pandemic	149
Towards a new era of mass data collection: Assessing pandemic surveillance technologies to preserve user privacy	145
Green bonds for sustainable development: Review of literature on development and impact of green bonds	144
What drives the acceptance of autonomous driving? An investigation of acceptance factors from an end-user's perspective	144
Corporate transformation toward Industry 4.0 and financial performance: The influence of environmental, social, and governance (ESG)	142
The effects of digital transformation on innovation and productivity: Firm-level evidence of South African manufacturing micro and small enterprises	141
Dynamic capabilities for ecosystem orchestration A capability-based framework for smart city innovation initiatives	140
CatBoost model and artificial intelligence techniques for corporate failure prediction	139
Rethinking the choice of carbon tax and carbon trading in China	139
Mitigate risks in perishable food supply chains: Learning from COVID-19	138
Policy targets behind green bonds for renewable energy: Do climate commitments matter?	137
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	136
What influences algorithmic decision-making? A systematic literature review on algorithm aversion	135
Literature review on digitalization capabilities: Co-citation analysis of antecedents, conceptualization and consequences	131
The future of manufacturing: A Delphi-based scenario analysis on Industry 4.0	131
Bitcoin: A safe haven asset and a winner amid political and economic uncertainties in the US?	129
Does green innovation induce green total factor productivity? Novel findings from Chinese city level data	127

A novel framework for risk assessment and resilience of critical infrastructure towards climate change	127
A sustainable Blockchain framework for the halal food supply chain: Lessons from Malaysia	126
COVID-19, consumer behavior, technology, and society: A literature review and bibliometric analysis	126
The roles of technology and Kyoto Protocol in energy transition towards COP26 targets: Evidence from the novel GMM-PVAR approach for G-7 countries	126
Does industrial robot application promote green technology innovation in the manufacturing industry?	125
The interrelationship between the carbon market and the green bonds market: Evidence from wavelet quantile-on-quantile method	121
The effects of low-carbon pilot policy on technological innovation: Evidence from prefecture-level data in China	121
Technological innovation and structural change for economic development in China as an emerging market	121
Can Bitcoin hedge the risks of geopolitical events?	121
Digital twin for sustainable manufacturing supply chains: Current trends, future perspectives, and an implementation framework	121
Renewable energy and technological innovation: Which one is the winner in promoting net-zero emissions?	120
The role of trust in intention to use the IoT in eHealth: Application of the modified UTAUT in a consumer context	120
Bridging the gap between circular economy and climate change mitigation policies through eco-innovations and Quintuple Helix Model	120
Entrepreneurial universities: A bibliometric analysis within the business and management domains	120
Fostering employee's pro-environmental behavior through green transformational leadership, green human resource management and environmental knowledge	120
Multistage implementation framework for smart supply chain management under industry 4.0	119
Effects of China's pilot low-carbon city policy on carbon emission reduction: A quasi-natural experiment based on satellite data	119
A metaverse assessment model for sustainable transportation using ordinal priority approach and Aczel-Alsina norms	119
Women entrepreneurs as agents of change: A comparative analysis of social entrepreneurship processes in emerging markets	118
Technological innovation typologies and open innovation in SMEs: Beyond internal and external sources of knowledge	117
Multifaceted applicability of drones: A review	116
Can public participation constraints promote green technological innovation of Chinese enterprises? The moderating role of government environmental regulatory enforcement	113
The effect of manufacturing intelligence on green innovation performance in China	109
Blockchain, business and the fourth industrial revolution: Whence, whither, wherefore and how?	109
A smart city is a less polluted city	109
Technology policy and environmental quality at crossroads: Designing SDG policies for select Asia Pacific countries	108
Optimal green technology investment and emission reduction in emissions generating companies under the support of green bond and subsidy	108
Role of big data analytics capability in developing integrated hospital supply chains and operational flexibility: An organizational information processing theory perspective	107
The influence of investor sentiment on the green bond market	106
Big data analytics capability and decision making performance in emerging market firms: The role of contractual and relational governance mechanisms	106
Senior management's academic experience and corporate green innovation	106
Do government subsidies improve innovation investment for new energy firms: A quasi-natural experiment of China's listed companies	106
Higher education development, technological innovation and industrial structure upgrade	105
A decision-making framework for Industry 4.0 technology implementation: The case of FinTech and sustainable supply chain finance for SMEs	105
Digital transition and green growth in Chinese agriculture	105
Digitalization of economy is the key factor behind fourth industrial revolution: How G7 countries are overcoming with the financing issues?	104
Sustainable economic development in India: The dynamics between financial inclusion, ICT development, and economic growth	104
Technological innovation, organizational innovation and international performance of SMEs: The moderating role of domestic institutional environment	104
Is decoupling embodied carbon emissions from economic output in Sino-US trade possible?	104
Effects of the COVID-19 pandemic on the US stock market and uncertainty: A comparative assessment between the first and second waves	103
Environmental regulation, technology innovation, and low carbon development: Revisiting the EKC Hypothesis, Porter Hypothesis, and Jevons’ Paradox in China's iron & steel industry	102
The effect of energy patents on China's carbon emissions: Evidence from the STIRPAT model	102
Threat or opportunity? A case study of digital-enabled redesign of entrepreneurship education in the COVID-19 emergency	102
Digital transformation in the maritime transport sector	102
Green technology innovation efficiency of energy-intensive industries in China from the perspective of shared resources: Dynamic change and improvement path	102
Potentials of blockchain technology in supply chain management: Long-term judgments of an international expert panel	101
Does cooperative membership increase and accelerate agricultural technology adoption? Empirical evidence from Zambia	101
Environmental information disclosure and green technology innovation: Empirical evidence from China	100
Does technology gap increase FDI spillovers on productivity growth? Evidence from Chinese outward FDI in Belt and Road host countries	100
Digital finance and green growth in China: Appraising inclusive digital finance using web crawler technology and big data	99
New challenges in higher education: A study of the digital competence of educators in Covid times	98
Digital knowledge sharing and creative performance: Work from home during the COVID-19 pandemic	98
The effects of air transportation, energy, ICT and FDI on economic growth in the industry 4.0 era: Evidence from the United States	98
How does the digital economy improve high-quality energy development? The case of China	98
Does Environmental Regulation Induce Green Innovation? A Panel Study of Chinese Listed Firms	97
Exploring the asymmetric impact of economic policy uncertainty on China's carbon emissions trading market price: Do different types of uncertainty matter?	97
Religion as a social shaping force in entrepreneurship and business: Insights from a technology-empowered systematic literature review	97
The impact of new technologies on consumers beliefs: Reducing the perceived risks of electric vehicle adoption	97
A readiness assessment framework for Blockchain adoption: A healthcare case study	96
Consensus in the delphi method: What makes a decision change?	96
Technology mining: Artificial intelligence in manufacturing	96
Digital technology and business model innovation: A systematic literature review and future research agenda	96
Business-to-business open innovation: COVID-19 lessons for small and medium-sized enterprises from emerging markets	95
Gamification and e-learning for young learners: A systematic literature review, bibliometric analysis, and future research agenda	95
Industry 4.0 enables supply chain resilience and supply chain performance	94
Are we preparing for a good AI society? A bibliometric review and research agenda	94
Future of e-Government: An integrated conceptual framework	93
Digital Academic Entrepreneurship: A structured literature review and avenue for a research agenda	91
How do digitalization capabilities enable open innovation in manufacturing enterprises? A multiple case study based on resource integration perspective	91
Has Covid-19 accelerated opportunities for digital entrepreneurship? An Indian perspective	90
Energy endowment, environmental regulation, and energy efficiency: Evidence from China	90
The effect of innovation-driven development on pollution reduction: Empirical evidence from a quasi-natural experiment in China	89
Unveiling the effect of transport infrastructure and technological innovation on economic growth, energy consumption and CO2 emissions	89
ICT and education as determinants of environmental quality: The role of financial development in selected Asian countries	89
The impact of China's R&D subsidies on R&D investment, technological upgrading and economic growth	88
Digital strategy implementation: The role of individual entrepreneurial orientation and relational capital	88
Leveraging blockchain technology for green innovation in ecosystem-based business models: A dynamic capability of values appropriation	88
Digitalization of the economy and entrepreneurship intention	87
Climbing the quality ladder of green innovation: Does green finance matter?	87
Green Credit Policy and Corporate Productivity: Evidence from a Quasi-natural Experiment in China	87

The Effects of Central Bank Digital Currencies News on Financial Markets	86
An empirical discourse on forecasting the use of autonomous vehicles using consumers’ preferences	86
Digitalization of the healthcare supply chain: A roadmap to generate benefits and effectively support healthcare delivery	86
The financial effect of firm digitalization: Evidence from China	86
Understanding acceptance of eHealthcare by IoT natives and IoT immigrants: An integrated model of UTAUT, perceived risk, and financial cost	85
The effect of urban innovation performance of smart city construction policies: Evaluate by using a multiple period difference-in-differences model	85
Board gender diversity, environmental innovation and corporate carbon emissions	85
Social media-enabled healthcare: A conceptual model of social media affordances, online social support, and health behaviors and outcomes	85
Trade openness, economic growth, and energy intensity in China	84
Intellectual capital, blockchain-driven supply chain and sustainable production: Role of supply chain mapping	84
Intelligent transformation of the manufacturing industry for Industry 4.0: Seizing financial benefits from supply chain relationship capital through enterprise green management	84
Consumer adoption intention for electric vehicles: Insights and evidence from Indian sustainable transportation	84
Can digital transformation overcome the enterprise innovation dilemma: Effect, mechanism and effective boundary	84
An ethical framework for big data and smart cities	83
Digital transformation and tourist experience co-design: Big social data for planning cultural tourism	83
Robo advisors, algorithmic trading and investment management: Wonders of fourth industrial revolution in financial markets	83
Industrial robots, employment growth, and labor cost: A simultaneous equation analysis	83
The use of multi-criteria decision-making methods in business analytics: A comprehensive literature review	83
Green technology innovation, environmental externality, and the cleaner upgrading of industrial structure in China — Considering the moderating effect of environmental regulation	82
How digitalization supports a sustainable business model: A literature review	82
Smart Products value creation in SMEs innovation ecosystems	82
The digital transformation of business. Towards the datafication of the relationship with customers	82
Envisaging the carbon emissions efficiency of digitalization: The case of the internet economy for China	81
Forecasting credit ratings of decarbonized firms: Comparative assessment of machine learning models	81
Circular economy for fashion industry: Use of waste from the food industry for the production of biotextiles	81
How does energy poverty eradication promote green growth in China? The role of technological innovation	81
Do environmental subsidies spur environmental innovation? Empirical evidence from Chinese listed firms	81
Alexa, what's on my shopping list? Transforming customer experience with digital voice assistants	81
The role of meta-UTAUT factors, perceived anthropomorphism, perceived intelligence, and social self-efficacy in chatbot-based services?	79
A comprehensive hierarchical blockchain system for carbon emission trading utilizing blockchain of things and smart contract	78
An Industry 4.0 maturity model for machine tool companies	78
Does technological innovation benefit energy firms’ environmental performance? The moderating effect of government subsidies and media coverage	78
Analysis of the adoption of emergent technologies for risk management in the era of digital manufacturing	77
Exploring the coupling and forecasting of financial development, technological innovation, and economic growth	77
Clustered institutional investors, shared ESG preferences and low-carbon innovation in family firm	77
FinTech, SME efficiency and national culture: Evidence from OECD countries	77
Internet of Things (IoT) adoption barriers for the circular economy using Pythagorean fuzzy SWARA-CoCoSo decision-making approach in the manufacturing sector	76
Influencing mechanism of reverse knowledge spillover on investment enterprises’ technological progress: An empirical examination of Chinese firms	76
FinTech and commercial banks' performance in China: A leap forward or survival of the fittest?	76
Digital platform capability and organizational agility of emerging market manufacturing SMEs: The mediating role of intellectual capital and the moderating role of environmental dynamism	76
From technological development to social advance: A review of Industry 4.0 through machine learning	76
The impact of COVID-19-related media coverage on the return and volatility connectedness of cryptocurrencies and fiat currencies	76
The win-win ability of environmental protection and economic development during China's transition	76
Blockchain technology and trust relationships in trade finance	75
Digital innovation and the effects of artificial intelligence on firms’ research and development – Automation or augmentation, exploration or exploitation?	75
Mobile apps for healthy living: Factors influencing continuance intention for health apps	75
Strengthening science, technology, and innovation-based incubators to help achieve Sustainable Development Goals: Lessons from India	75
Research and application of association rule algorithm and an optimized grey model in carbon emissions forecasting	75
Proposed managerial competencies for Industry 4.0 – Implications for social sustainability	75
Intellectual capital disclosure in integrated reports: The effect on firm value	74
A large multi-group decision-making technique for prioritizing the big data-driven circular economy practices in the automobile component manufacturing industry	74
The interplay of digital transformation and employee competency: A design science approach	74
Mobile shoppers’ response to Covid-19 phobia, pessimism and smartphone addiction: Does social influence matter?	74
Digital business models and ridesharing for value co-creation in healthcare: A multi-stakeholder ecosystem analysis	74
Factors affecting carbon emissions in emerging economies in the context of a green recovery: Implications for sustainable development goals	74
Openness to Industry 4.0 and performance: The impact of barriers and incentives	74
Forecasting technological positioning through technology knowledge redundancy: Patent citation analysis of IoT, cybersecurity, and Blockchain	74
Urban innovation and intercity patent collaboration: A network analysis of China’s national innovation system	74
Innovation input, governance and climate change: Evidence from emerging countries	73
The effect of the Fourth Industrial Revolution on the environment: The relationship between electronic finance and pollution in OECD countries	73
Patients’ perceptions of teleconsultation during COVID-19: A cross-national study	73
Role of environmental regulations and eco-innovation in energy structure transition for green growth: Evidence from OECD	73
Social entrepreneurship orientation and company success: The mediating role of social performance	73
Income inequality, energy poverty, and energy efficiency: Who cause who and how?	73
Impacts of Healthcare 4.0 digital technologies on the resilience of hospitals	72
Effects of innovation strategies on export performance: New empirical evidence from developing market firms	72
A study on users' willingness to accept mobility as a service based on UTAUT model	72
Financial innovation, information screening and industries’ green innovation — Industry-level evidence from the OECD	72
The Impact of the Internet on Industrial Green Productivity: Evidence from China	72
Political connections and corporate carbon emission: New evidence from Chinese industrial firms	72
Environmental Finance: An Interdisciplinary Review	71
How augmented reality (AR) is transforming the restaurant sector: Investigating the impact of “Le Petit Chef” on customers’ dining experiences	71
Dynamic evolution and driving factors of new energy development: Fresh evidence from China	71
The effect of institutional ownership and ownership dispersion on eco-innovation	71
Imitation or innovation: To what extent do exploitative learning and exploratory learning foster imitation strategy and innovation strategy for sustained competitive advantage?✰	70
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	70
Greening the globe: Uncovering the impact of environmental policy, renewable energy, and innovation on ecological footprint	70
Business networks and organizational resilience capacity in the digital age during COVID-19: A perspective utilizing organizational information processing theory	70
Digital entrepreneurship in developing countries: The role of institutional voids	70
Towards a business analytics capability for the circular economy	70
Data intelligence and analytics: A bibliometric analysis of human–Artificial intelligence in public sector decision-making effectiveness	69
Geographic distance, venture capital and technological performance: Evidence from Chinese enterprises	69
Behavioral entrepreneurship for achieving the sustainable development goals	69
How AI revolutionizes innovation management – Perceptions and implementation preferences of AI-based innovators	69
Rethinking the corporate digital divide: The complementarity of technologies and the demand for digital skills	68
Digitalisation boosts company performance: an overview of Italian listed companies	68
The impact of supply chain innovation on competitive advantage in the construction industry: Evidence from a moderated multi-mediation model	68
Surfing blockchain wave, or drowning? Shaping the future of distributed ledgers and decentralized technologies	67
Towards a data science platform for improving SME collaboration through Industry 4.0 technologies	67
How Artificial Intelligence affords digital innovation: A cross-case analysis of Scandinavian companies	67
Green investment, financial development, digitalization and economic sustainability in Vietnam: Evidence from a quantile-on-quantile regression and wavelet coherence	67
A step towards environmental mitigation: Do green technological innovation and institutional quality make a difference?	67
Spillovers of environmental regulation on carbon emissions network	67
Social media induced fear of missing out (FoMO) and phubbing: Behavioural, relational and psychological outcomes	67
Transforming consumers' intention to purchase green products: Role of social media	67