Energy Oriented Concepts and Other SMART WORLD Trends as Game Changers of Co-Production—Reality or Future?
Abstract
:1. Introduction
2. Specificity of Problems of Organizational Management in the Age of Industry 4.0
- Q1 (IMPLEMENTATION): Which of the S.T.F.E.C. SMART management trends and concepts related to the dynamics of the spread of the requirements of the Industry 4.0 revolution era are most commonly perceived by enterprises, appreciated, and, as a result, implemented?
- Q2 (MATURITY): Which of the identified S.T.F.E.C. SMART management trends currently have the highest level of maturity, so they are the current mainstream, which of them will be soon, and which seem to be “no-future” trends?
- Q3 (IMPACT): What is the real impact of the implementation of individual S.T.F.E.C. SMART management trends on the processes of shaping the competitiveness of enterprises? Which of them have the highest market value?
3. Specific S.T.F.E.C. SMART Management Trends That Are Changing Management in the Age of Industry 4.0
- Vertical—thanks to the availability of data on processes, production and others, it is possible to better integrate processes within the organization—from R&D, purchasing, through production, to logistics and marketing, which means that comprehensive life management of products and assets becomes possible.
- Horizontal—intelligent delivery and logistics systems (including in-house), tracking and managing the flow of raw materials and products enable the optimization of logistics and production processes and increase the quality of planning. On the other hand, the availability of digital data and the “visibility” of production allow for easier sharing of information between the organization and its contractors and suppliers on the one hand, and customers and companies in the distribution network on the other.
- “Red” cluster (1) = “co-creation” keyword cluster and words: value creation organizational learning, service systems, business intelligence, knowledge, …
- “Violet” cluster (2) = a cluster of the keyword “value co-creation” and the words: innovation, smart manufacturing, product development, optimization, …
- “Orange” cluster (3) = “Industry 4.0” keyword cluster and the words: sustainability co-creation strategy, business model innovation, …
- “Blue” cluster (4) = cluster of the keyword “smart” and the words: digital transformation, digitalization, technological innovation, process innovation, …
- “Turquoise” cluster (5) = the “future” keyword cluster and the words: new product development, internet of things, research and development, …
- “Yellow” cluster (6) = “open innovation” keyword cluster and the words: cyber-physical systems, digital twin, life cycle, circular economy, design, …
- “Green” cluster (7) = “big data” keyword cluster and the words: internet, society 5, analytics, supply chain management, cloud, …
- the level of the potential impact of the implementation of a given trend on the possibility of shaping a competitive advantage in the era of Industry 4.0;
- level of implementation of a given trend in the surveyed organizations;
- level of maturity of a given trend in a given industry.
4. Energy-Oriented Economy, Eco-Energy and Circular Economy as Game Changers of Co-Production in the Age of Industry 4.0
5. Methodology and Data Presentation Description
- the level of the potential impact of the implementation of a given trend on the possibility of shaping a competitive advantage in the era of Industry 4.0;
- level of implementation of a given trend in the surveyed organizations;
- level of maturity of a given trend in a given industry.
- Important for E = a trend that is strongly relevant (from the theoretical point of view) for issues related to modern energy and sustainability (E).
- Important for C = a trend that is strongly relevant (from the theoretical point of view) for issues related to co-creation (C).
- AVG IMPL = average value of the parameter “Trend implementation level”.
- AVG IMPA = average value of the parameter “Potential impact of implementing the trend”.
- AVG MAT = average value of the parameter “Trend maturity level”.
- RXY I—the value of the Pearson correlation index Implementation/Impact.
- RXY II—the value of the Pearson correlation index Implementation/Maturity.
- RXY III—the value of the Pearson correlation index Impact/Maturity.
- trends with the strongest impact on contemporary business models of the studied groups;
- trends most strongly supporting co-creation and co-production business models;
- trends most strongly supporting energy and sustainability-oriented business models.
6. Co-Production Oriented, Energy Oriented and Other S.T.F.E.C. SMART Management Trends That Are Changing Management in the Age of Industry 4.0—Results
- Implementation/Impact correlation—14 × very high (Rxy > 0.7), 10 × moderate to high (0.5 < Rxy < 0.7) and 1 × less moderate (Rxy < 0.5);
- Implementation/Maturity correlation—17 × very high (Rxy > 0.7), 7 × moderate to high (0.5 < Rxy < 0.7) and 1 × less moderate (Rxy < 0.5);
- Impact/Maturity correlation—13 × very high (Rxy > 0.7), 10 × moderate to high (0.5 < Rxy < 0.7) and 2 × less moderate (Rxy < 0.5).
- Q1 (IMPLEMENTATION): Which of the S.T.F.E.C. SMART management trends and concepts related to the dynamics of the spread of the requirements of the Industry 4.0 revolution era are most commonly perceived by enterprises, appreciated, and, as a result, implemented?
- Q2 (MATURITY): Which of the identified S.T.F.E.C. SMART management trends currently have the highest level of maturity, so they are the current mainstream, which of them will be the soon, and which seems to be “no-future” trends?
7. Discussion and Comments on the Results
8. Business Implications
- use intelligent, SMART-based, open systems of communication with the client, based on the Internet and modern technologies (e.g., Blue lines, chatbots, virtual assistants, etc.);
- implement a personnel policy taking into account parities, social equality, ethics and social responsibility;
- actively build creative teams, supported by constantly developing SMART knowledge of employees;
- use the Design Thinking methodology for more effective and active cooperation with the clients;
- increase the effectiveness of co-creation activities with the client by developing partnership cooperation in its various forms.
- As soon as possible, however, it is necessary to deepen the knowledge and recognize the possibilities of practical application in modern enterprises of such activities as:
- paying more attention to the issues of relations between enterprises, the environment and society, with the support of, inter alia, sustainable development policy, CSR strategy, codes of ethics, social reporting, promotion of pro-social and pro-ecological attitudes among employees, suppliers and customers;
- investing in renewable energy sources, e.g., solar panels, voltaic panels, heat pumps, wind energy and other “green” sources
- implementation of SMART solutions optimizing the use of energy, i.e., economical lighting, frequent activation of the off-line mode of the machines used, etc.
- increase in the use of biodegradable, reusable, energy-saving materials, promoting zero waste attitudes;
- increase in the use of solutions typical for the circular economy, i.e.,. closed water or heat circuits;
- implementation and efficient use of cloud solutions, meta-analysis and data cybersecurity;
- enrichment of products with the functions of automatic data sending to the producer, client, etc., SMART products based on sets of sensors, readers, internet etc., implementing M2M communication, …
- implementation of robots and assistive applications such as SIRI, CORTANA, Google assistant, assisting translators, …
- use of the possibilities of intelligent solutions for the owned infrastructure, e.g., SMART Offices, factories, houses, cars.
9. Conclusions
- reality (New Normal trends) are, for example, Conscious Consumerism, Globalization 4.0, Energy-Oriented Economy;
- short term future are (reactive level): Ecoenergy, Transparency, Mind Care;
- long term trends (innovation+) are: Women Empowerment, Truly Smart City, 5G (to more see: Figure 3).
- On the other hand, for trade and service enterprises, the key elements are:
- New normal: Women Empowerment, Transparency, Conscious Consumerism;
- reactive level: Physical Experience, Life After Plastic, Smart Living;
- innovation+: Scattered Tribes, Make Tech Human, Nature-Focused (see: Figure 4).
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Social Sphere Trends (See More about Listed Trends: [124,125,126,127,128,129,130,131,132,133,134,135]) | Co-Production Impact *** | ||
---|---|---|---|
# | Trend | Description | |
SOC_1 | physical experience | A trend associated with the growing need for real experience and the physical involvement of recipients both in the virtual and offline world. | 3 |
SOC_2 | sexuality on | A trend where sex and sexuality are no longer taboos. More and more often they are talked about openly, also, inter alia, about sex of the elderly or the disabled. | 3 |
SOC_3 | aging society | By 2050, one in three Europeans will be over 60 years old. The Aging Society trend responds to the needs of a new group, whose activity in various areas of life will increase. | 4 |
SOC_4 | inclusion and diversity | Inclusiveness and diversity is a trend that indicates the growing need for openness to all social groups and supporting their activity. | 5 |
SOC_5 | women empowerment | The trend, also known as #girlpower or #womenomics, concerns the increasing role of women in social, economic and political life. | 4 |
SOC_6 | truly smart city | Truly Smart City is a city created in accordance with the principle of broadly understood sustainable development, where technology is one of the tools for building a safe, effective and functional space. | 2 |
SOC_7 | mind care | Mind Care is a trend whose assumption is to achieve the so-called mental wellbeing in society. It covers all activities related to the broadly understood mental health category. | 1 |
SOC_8 | fear(less) nation | Solutions and initiatives presented within this trend focus on building a disinformation-resistant, informed and responsible society. | 1 |
SOC_9 | scattered tribes | The Scattered Tribes trend refers to groups built above classical social divisions. An individual’s affiliation to a group is determined, for example, by values and interests. | 1 |
SOC_10 | offline living | Trend Offline Living aims to reduce the use of technology for life beyond the digital world. | 1 |
SOC_11 | digital wellbeing | We are increasingly aware of the negative impact of technology not only on our health but also, e.g., on the environment. JOMO (Joy of Missing Out) or digital detox is one of the ways to maintain a balance between the online and offline world. | 1 |
Technological Sphere Trends (See More about listed trends: [130,132,136,137,138,139,140,141,142,143,144,145]) | Co-Production Impact | ||
# | Trend | Description | |
TECH_1 | implementing ai | Implementation of artificial intelligence to solutions based on big data and neural networks implemented in many areas of life. Currently, they are at the initial stage of development. | 1 |
TECH_2 | 5G | The new generation of fifth-generation mobile technology (5G) has a chance to change and accelerate the development of many areas, including transport, the internet of things, telemedicine and smart cities. | 1 |
TECH_3 | digital health | The trend indicates the development of digital solutions in the field of broadly understood health based on, inter alia, technologies such as VR, AR, AI or IoT. | 2 |
TECH_4 | seamless tech | Seamless Tech is a trend in which technology becomes almost imperceptible to people while being part of everyday life. | 3 |
TECH_5 | smart living | As part of this trend, solutions based mainly on new technologies support everyday human life to make it easier. | 3 |
TECH_6 | data is the new black | A trend that speaks of the growing role of data. Based on the analysis and interpretation of data, i.e., The “data-driven approach” is currently one of the most important elements of digital transformation. | 5 |
TECH_7 | immersive art | This is a trend that speaks of an increasingly common combination of art and technology, which creates solutions that fully engage the recipient. | 4 |
TECH_8 | make tech human | Make Tech Human, a trend indicating the increasing role of technology in the service of people. | 5 |
TECH_9 | human tech bond | In this trend, technology acts as an intermediary between people. Thanks to other developments in haptic technologies, devices will allow us to feel the physical presence of another human being. | 5 |
TECH_10 | baby tech | Technologies (including IoT, VR, AI) are already entering virtually every area of our lives. Currently, they support parents in their care for the upbringing and health of their children. | 5 |
TECH_11 | human+ | The Human + trend concerns the development of areas and solutions related to improving the human body with the help of technology, so as to overcome human limitations. | 5 |
TECH_12 | ai for humanity | The AI for Humanity trend concerns those solutions where humanity is a priority. Artificial intelligence can be used in any field: from medicine, through sport, and education, to culture and art. | 2 |
TECH_13 | ethical tech | The dynamic development of artificial intelligence (including the choices made by AI on a racist basis and chauvinistic) makes more and more talk about the need to create a code according to which artificial intelligence would develop and function. | 1 |
TECH_14 | mirror world (metaverse) | The constantly developed technologies in the area of VR and AR are heading towards a world where everything has its counterpart and representation in the digital world (Metaverse). | 3 |
TECH_15 | quantum computing | Quantum computers are at an early stage of development. However, we already know today that this development redefines concepts such as efficiency, speed and data security. | 1 |
TECH_16 | BCI (brain-computer interface) | Advanced research is underway to create an interface that would allow communication between the brain and an external device. Such a solution can completely change the way we communicate and our relationship with technology in the future. | 5 |
TECH_17 | privacy | In the world of fake news (including the growing amount of data, traces of our activities and online behavior), the fight for privacy is becoming an important challenge today. | 1 |
TECH_18 | self-driving cars | There is more and more talk about the impact of autonomous cars on many areas of our lives, including the functioning of cities and maintaining security. Certainly, their appearance on the market will revolutionize many industries. | 1 |
TECH_19 | voice technology | The use of voice assistants or chatbots in communication is already implemented in the industry, including in the FMCG industry, but the development of this technology will extend to all areas of our lives. | 1 |
TECH_20 | virtual assistants | The trend indicates the growing role of virtual assistants (including Siri, Alexa, Google Assistant), who are becoming an integral part of human life, facilitating everyday functioning. | 1 |
TECH_21 | deepfakes (malicious usage of ai) | Today, artificial intelligence allows for image and voice processing that creates a false message, very close to the authentic one. Such activities are increasingly used to manipulate or discredit public figures. | 1 |
Finance (Economical) Sphere Trends (See More about Listed Trends: [146,147,148,149,150,151,152,153,154,155]) | Co-Production Impact | ||
# | Trend | Description | |
FIN_1 | conscious consumerism | Conscious Consumerism is a trend that refers to the growing awareness of consumers and responsible brand creation. | 5 |
FIN_2 | globalization 4.0 | Globalization 4.0 is an area combining solutions and ideas that respond to the changing needs and realities of the modern, digitized world as well as companies and organizations operating in it. | 2 |
FIN_3 | blockchain economy | Solutions, products and services based on blockchain (decentralized and distributed database) are now part of a new trend in the economy based on transparency. | 5 |
FIN_4 | soft city | Soft City is the idea of a non-silent city where residents find it easier to relate to each other and the places around them. Technology is one of the tools supporting this process. | 1 |
FIN_5 | energy-oriented economy | Today, the economy should be oriented towards conscious and sustainable use of resources, which is why the area related to the energy of the future, which is becoming a significant engine of economic development, is so important here. | 5 |
FIN_6 | flight shame | In the era of growing environmental awareness, this trend indicates a sense of responsibility for the condition of the environment and the abandonment of air travel in favor of such with a lower carbon footprint. | 3 |
Environmental Sphere Trends (See More about Listed Trends: [140,147,148,149,156,157]) | Co-Production Impact | ||
# | Trend | Description | |
ENV_1 | life after plastic | The environmental trend focuses on the excessive use of plastic and the search for equally durable and cheap alternatives to this material. | 5 |
ENV_2 | refill culture | Refill Culture is a sub-trend in the broader Life After Plastic trend of reusing resources, mainly packaging. | 5 |
ENV_3 | implementing sustainability | The trend Implementing Sustainability is a solution-focused on the Sustainable Development Goals established by the United Nations. Among them are postulates such as: eradicating poverty, protecting the natural environment or promoting sustainable industry. | 3 |
ENV_4 | biodesign | As part of the Bio-design trend, living organisms (including fungi, bacteria and algae) are used to produce sustainable materials. | 4 |
ENV_5 | eco conscious | Society is becoming more and more aware of our devastating impact on the planet. Therefore, this trend includes activities aimed at counteracting the advancing consumerism and materialism. | 4 |
ENV_6 | nature-focused | We increasingly see nature as the source of human well-being. The Nature-Focused trend refers to activities in the context of, inter alia, environmental protection and caring for biodiversity. | 4 |
ENV_7 | make air greener | The Make Air Greener trend clearly demonstrates the essence of using plants and greenery to purify the air, both in a social and environmental context. We see its development on two scales: macro (e.g., in cities) and micro (e.g., in homes). | 4 |
ENV_8 | new materials | This trend indicates the use of, among others, artificial leather to create new products for everyday use, in line with a sustainable approach to design. | 4 |
ENV_9 | circular economy | The Circular Economy trend assumes that the value of products, materials and resources is to be kept in the economy for as long as possible in order to reduce waste generation to a minimum. | 5 |
ENV_10 | towards electric mobility | As part of this trend, electric cars are becoming an integral part of a smart, sustainable city. Thus, the trend Towards Electric Mobility has a significant impact on the development of the Implementing Sustainability trend. | 5 |
ENV_11 | ecoenergy | Due to the growing energy awareness and environmental lobbying, the market and interest in renewable energy sources is constantly growing. | 5 |
Communication Sphere Trends (See More about Listed Trends: [124,126,130,131,158,159,160,161]) | Co-Production Impact | ||
# | Trend | Description | |
COM_1 | BEING GOOD | The trend according to which brands take the first steps towards taking responsibility for the world in which they operate (including the fight for diversity, sustainable production and elimination of the gender gap). | 1 |
COM_2 | SOCIAL AWARENESS | This trend includes activities in which a conscious society is built—with knowledge and the ability to think critically. | 4 |
COM_3 | SENSEPLORATION | In opposition to oculocentrism, the sensploration trend is about the need to experience the world with all senses (not only with eyesight), taking into account digital and analog senses. | 3 |
COM_4 | ANALOG STORIES | The solutions and initiatives presented within this trend focus on building a society that is saturated with digitization, and begins to live consciously, more and more often choosing analog experiences instead of digital ones. | 2 |
COM_5 | TRANSPARENCY | A trend indicating the growing role of transparency, transparency and authenticity in many areas of our lives (both professional and private). | 1 |
Level of Implementation (IMP_L) | Expected Impact on the Possibility of Shaping a Competitive Advantage (IMP_F) | Maturity Level (MAT) |
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# | Trend | Important for | AVG | RXY | |||||
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E | C | IMPL | IMPA | MAT | I | II | III | ||
… | … | … | … | … | … | … | … | … | … |
OVERALL (n = 107) | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
LP | Implementation Level | Impact Level | ∑ Implementation and Impact Level | Maturity Level | PEARSON’s Correlation Coefficient | Trend Name | Important for E | Important for C | |||
IMPL-IMPA | IMPL-MAT | IMPA-MAT | |||||||||
1 | 3.336 | 3.514 | 6.850 | 3.215 | 0.727 | 0.761 | 0.727 | SOC_4 | inclusion and diversity | - | C |
2 | 3.402 | 3.327 | 6.729 | 3.430 | 0.730 | 0.733 | 0.733 | SOC_5 | women empowerment | - | - |
3 | 3.252 | 3.467 | 6.719 | 3.505 | 0.775 | 0.760 | 0.766 | FIN_1 | conscious consumerism | E | C |
4 | 3.009 | 3.579 | 6.588 | 3.243 | 0.318 | 0.595 | 0.414 | SOC_7 | mind care | - | - |
5 | 3.196 | 3.290 | 6.486 | 2.925 | 0.697 | 0.728 | 0.696 | COM_5 | transparency | - | - |
6 | 2.991 | 3.290 | 6.281 | 3.131 | 0.508 | 0.733 | 0.568 | SOC_1 | physical experience | - | - |
7 | 2.907 | 3.364 | 6.271 | 3.075 | 0.643 | 0.599 | 0.641 | TECH_5 | smart living | E | - |
8 | 3.000 | 3.252 | 6.252 | 3.252 | 0.645 | 0.660 | 0.583 | COM_2 | social awareness | - | - |
9 | 2.888 | 3.336 | 6.224 | 3.028 | 0.679 | 0.727 | 0.705 | TECH_6 | data is the new black | - | C |
10 | 3.028 | 3.131 | 6.159 | 3.290 | 0.660 | 0.675 | 0.610 | TECH_17 | privacy | - | - |
11 | 2.916 | 3.196 | 6.112 | 3.215 | 0.733 | 0.678 | 0.664 | FIN_2 | globalization 4.0 | - | - |
12 | 2.738 | 3.280 | 6.018 | 3.028 | 0.650 | 0.681 | 0.649 | TECH_8 | make tech human | - | C |
13 | 2.916 | 3.084 | 6.000 | 3.121 | 0.738 | 0.720 | 0.716 | ENV_1 | life after plastic | E | C |
14 | 2.720 | 3.234 | 5.954 | 2.888 | 0.685 | 0.590 | 0.688 | SOC_6 | truly smart city | E | - |
15 | 2.850 | 3.084 | 5.934 | 2.972 | 0.800 | 0.767 | 0.726 | ENV_6 | nature-focused | E | - |
16 | 2.710 | 3.178 | 5.888 | 2.916 | 0.714 | 0.723 | 0.690 | SOC_3 | aging society | - | C |
17 | 2.785 | 3.047 | 5.832 | 3.056 | 0.796 | 0.802 | 0.807 | FIN_5 | energy-oriented economy | E | C |
18 | 2.850 | 2.944 | 5.794 | 3.009 | 0.774 | 0.716 | 0.718 | ENV_5 | eco conscious | E | - |
19 | 2.794 | 2.972 | 5.766 | 2.981 | 0.775 | 0.804 | 0.753 | ENV_3 | implementing sustainability | E | - |
20 | 2.748 | 2.972 | 5.720 | 3.019 | 0.740 | 0.778 | 0.746 | ENV_2 | refill culture | E | C |
21 | 2.664 | 3.028 | 5.692 | 2.813 | 0.601 | 0.709 | 0.676 | SOC_8 | fear(less) nation | - | - |
22 | 2.673 | 3.000 | 5.673 | 2.822 | 0.819 | 0.751 | 0.795 | SOC_9 | scattered tribes | - | - |
23 | 2.617 | 2.860 | 5.477 | 3.009 | 0.799 | 0.736 | 0.723 | ENV_9 | circular economy | E | C |
24 | 2.364 | 3.056 | 5.420 | 2.907 | 0.641 | 0.679 | 0.667 | TECH_2 | 5G | E | - |
25 | 2.196 | 2.318 | 4.514 | 3.411 | 0.857 | 0.833 | 0.777 | COM_4 | analog stories | - | - |
Maturity level | New normal or reactive level trends | Innovation or foresight level trends | No future trends | ||||||||
Impact or implementation level | High impact/implementation level | Moderate impact/implementation level | Low impact/implementation level | ||||||||
PEARSON’s correlation coefficient | High correlation | Mediocre correlation | Low correlation |
Top 10 New Management Trends and Their Estimated Impact on the Development of Business Models | |||||||
---|---|---|---|---|---|---|---|
Overall (n = 107) | |||||||
Rank | Implementation | Impact | Maturity | Trend Category and Name | Important for E | Important for C | |
1 | 3.336 | 3.514 | 3.215 | SOC_4 | inclusion and diversity | - | C |
2 | 3.402 | 3.327 | 3.430 | SOC_5 | women empowerment | - | - |
3 | 3.252 | 3.467 | 3.505 | FIN_1 | conscious consumerism | E | C |
4 | 3.009 | 3.579 | 3.243 | SOC_7 | mind care | - | - |
5 | 3.196 | 3.290 | 2.925 | COM_5 | transparency | - | - |
6 | 2.991 | 3.290 | 3.131 | SOC_1 | physical experience | - | - |
7 | 2.907 | 3.364 | 3.075 | TECH_5 | smart living | E | - |
8 | 3.000 | 3.252 | 3.252 | COM_2 | social awareness | - | - |
9 | 2.888 | 3.336 | 3.028 | TECH_6 | data is the new black | - | C |
10 | 3.028 | 3.131 | 3.290 | TECH_17 | Privacy | - | - |
Top 10 New Management Trends and Their Estimated Impact on the Development of Business Models | |||||||
Service and Trade Companies (n = 80) | |||||||
Rank | Implementation | Impact | Maturity | Trend Category and Name | Important for E | Important for C | |
1 | 3.550 | 3.488 | 3.588 | SOC_5 | women empowerment | - | - |
2 | 3.375 | 3.613 | 3.313 | SOC_4 | inclusion and diversity | - | C |
3 | 3.363 | 3.425 | 3.513 | COM_5 | transparency | - | - |
4 | 3.075 | 3.675 | 3.300 | SOC_7 | mind care | - | - |
5 | 3.213 | 3.363 | 3.413 | COM_2 | social awareness | - | - |
6 | 3.200 | 3.363 | 3.438 | FIN_1 | conscious consumerism | E | C |
7 | 3.088 | 3.438 | 3.200 | SOC_1 | physical experience | - | - |
8 | 3.175 | 3.288 | 3.425 | TECH_17 | privacy | - | - |
9 | 2.913 | 3.413 | 3.100 | TECH_5 | smart living | E | - |
10 | 2.888 | 3.375 | 3.025 | SOC_3 | aging society | - | C |
Top 10 New Management Trends and Their Estimated Impact on the Development of Business Models | |||||||
Production Companies (n = 27) | |||||||
Rank | Implementation | Impact | Maturity | Trend Category and Name | Important for E | Important for C | |
1 | 3.407 | 3.778 | 3.704 | FIN_1 | conscious consumerism | E | C |
2 | 3.222 | 3.593 | 3.444 | FIN_5 | energy-oriented economy | E | C |
3 | 3.111 | 3.630 | 3.407 | TECH_6 | data is the new black | - | C |
4 | 3.222 | 3.222 | 2.926 | SOC_4 | inclusion and diversity | - | C |
5 | 2.963 | 3.444 | 3.556 | FIN_2 | globalization 4.0 | - | - |
6 | 3.000 | 3.333 | 3.296 | TECH_8 | make tech human | - | C |
7 | 2.815 | 3.296 | 3.074 | SOC_7 | mind care | - | - |
8 | 2.889 | 3.222 | 3.000 | TECH_5 | smart living | E | - |
9 | 2.889 | 3.222 | 3.000 | ENV_1 | life after plastic | E | C |
10 | 2.963 | 3.037 | 3.037 | ENV_6 | nature-focused | E | - |
Maturity level | New normal or reactive level trends | Innovation or foresight level trends | No future trends | ||||
Impact or implementation level | High impact/implementation level | Moderate impact/implementation level | Low impact/implementation level | ||||
PEARSON’s correlation coefficient | High correlation | Mediocre correlation | Low correlation |
Top 10 Co-Creation/Co-Production Oriented New Management Trends | |||||||
---|---|---|---|---|---|---|---|
Overall (n = 107) | |||||||
LP | Rank (Out of 54) | Implementation Level | Impact Level | Maturity Level | Trend Category and Name | Important for E | |
1 | 1 | 3.336 | 3.514 | 3.215 | SOC_4 | inclusion and diversity | - |
2 | 3 | 3.252 | 3.467 | 3.505 | FIN_1 | conscious consumerism | E |
3 | 9 | 2.888 | 3.336 | 3.028 | TECH_6 | data is the new black | - |
4 | 12 | 2.738 | 3.280 | 3.028 | TECH_8 | make tech human | - |
5 | 13 | 2.916 | 3.084 | 3.121 | ENV_1 | life after plastic | E |
6 | 16 | 2.710 | 3.178 | 2.916 | SOC_3 | aging society | - |
7 | 17 | 2.785 | 3.047 | 3.056 | FIN_5 | energy-oriented economy | E |
8 | 20 | 2.748 | 2.972 | 3.019 | ENV_2 | refill culture | E |
9 | 23 | 2.617 | 2.860 | 3.009 | ENV_9 | circular economy | E |
10 | 29 | 2.486 | 2.692 | 2.860 | ENV_11 | ecoenergy | E |
Top 10 Co-Creation/Co-Production Oriented New Management Trends | |||||||
Service and Trade Companies (n = 80) | |||||||
LP | Rank (Out of 54) | Implementation Level | Impact Level | Maturity Level | Trend Category and Name | Important for E | |
1 | 2 | 3.375 | 3.613 | 3.313 | SOC_4 | inclusion and diversity | - |
2 | 6 | 3.200 | 3.363 | 3.438 | FIN_1 | conscious consumerism | E |
3 | 10 | 2.888 | 3.375 | 3.025 | SOC_3 | aging society | - |
4 | 11 | 2.813 | 3.238 | 2.900 | TECH_6 | data is the new black | - |
5 | 14 | 2.925 | 3.038 | 3.163 | ENV_1 | life after plastic | E |
6 | 15 | 2.650 | 3.263 | 2.938 | TECH_8 | make tech human | - |
7 | 22 | 2.725 | 2.950 | 3.038 | ENV_2 | refill culture | E |
8 | 23 | 2.638 | 2.950 | 3.000 | SOC_11 | digital wellbeing | E |
9 | 24 | 2.638 | 2.863 | 2.925 | FIN_5 | energy-oriented economy | E |
10 | 28 | 2.538 | 2.763 | 2.913 | ENV_9 | circular economy | E |
Top 10 Co-Creation/Co-Production Oriented New Management Trends | |||||||
Production Companies (n = 27) | |||||||
LP | Rank (Out of 54) | Implementation level | Impact Level | Maturity level | Trend Category and Name | Important for E | |
1 | 1 | 3.407 | 3.778 | 3.704 | FIN_1 | conscious consumerism | E |
2 | 2 | 3.222 | 3.593 | 3.444 | FIN_5 | energy-oriented economy | E |
3 | 3 | 3.111 | 3.630 | 3.407 | TECH_6 | data is the new black | - |
4 | 4 | 3.222 | 3.222 | 2.926 | SOC_4 | inclusion and diversity | - |
5 | 6 | 3.000 | 3.333 | 3.296 | TECH_8 | make tech human | - |
6 | 9 | 2.889 | 3.222 | 3.000 | ENV_1 | life after plastic | E |
7 | 11 | 2.852 | 3.148 | 3.296 | ENV_9 | circular economy | E |
8 | 12 | 2.815 | 3.037 | 2.963 | ENV_2 | refill culture | E |
9 | 16 | 2.778 | 3.037 | 3.185 | ENV_11 | ecoenergy | E |
10 | 28 | 2.185 | 2.593 | 2.593 | SOC_3 | aging society | - |
Maturity level | New normal or reactive level trends | Innovation or foresight level trends | No future trends | ||||
Impact or implementation level | High impact/implementation level | Moderate impact/implementation level | Low impact/implementation level | ||||
PEARSON’s correlation coefficient | High correlation | Mediocre correlation | Low correlation |
Top 10 Energy Oriented and Sustainability New Management Trends | |||||||
---|---|---|---|---|---|---|---|
Overall (n = 107) | |||||||
LP | Rank (Out of 54) | Implementation Level | Impact Level | Maturity Level | Trend Category and Name | Important for C | |
1 | 3 | 3.252 | 3.467 | 3.505 | FIN_1 | conscious consumerism | C |
2 | 7 | 2.907 | 3.364 | 3.075 | TECH_5 | smart living | - |
3 | 13 | 2.916 | 3.084 | 3.121 | ENV_1 | life after plastic | C |
4 | 14 | 2.720 | 3.234 | 2.888 | SOC_6 | truly smart city | - |
5 | 15 | 2.850 | 3.084 | 2.972 | ENV_6 | nature-focused | - |
6 | 17 | 2.785 | 3.047 | 3.056 | FIN_5 | energy-oriented economy | C |
7 | 18 | 2.850 | 2.944 | 3.009 | ENV_5 | eco conscious | - |
8 | 19 | 2.794 | 2.972 | 2.981 | ENV_3 | implementing sustainability | - |
9 | 20 | 2.748 | 2.972 | 3.019 | ENV_2 | refill culture | C |
10 | 23 | 2.617 | 2.860 | 3.009 | ENV_9 | circular economy | C |
Top 10 Energy Oriented and Sustainability New Management Trends | |||||||
SERVICE and TRADE COMPANIES (n = 80) | |||||||
LP | RANK (Out of 54) | Implementation Level | Impact Level | Maturity Level | Trend Category and Name | Important for C | |
1 | 6 | 3.200 | 3.363 | 3.438 | FIN_1 | conscious consumerism | C |
2 | 9 | 2.913 | 3.413 | 3.100 | TECH_5 | smart living | - |
3 | 13 | 2.738 | 3.263 | 2.863 | SOC_6 | truly smart city | - |
4 | 14 | 2.925 | 3.038 | 3.163 | ENV_1 | life after plastic | C |
5 | 16 | 2.813 | 3.100 | 2.950 | ENV_6 | nature-focused | - |
6 | 17 | 2.913 | 2.988 | 3.063 | ENV_5 | eco conscious | - |
7 | 20 | 2.750 | 2.988 | 3.025 | ENV_3 | implementing sustainability | - |
8 | 22 | 2.725 | 2.950 | 3.038 | ENV_2 | refill culture | C |
9 | 23 | 2.638 | 2.950 | 3.000 | SOC_11 | digital wellbeing | C |
10 | 24 | 2.638 | 2.863 | 2.925 | FIN_5 | energy-oriented economy | C |
Top 10 Energy Oriented and Sustainability New Management Trends | |||||||
PRODUCTION COMPANIES (n = 27) | |||||||
LP | Rank (Out of 54) | Implementation Level | Impact Level | Maturity Level | Trend Category and Name | Important for C | |
1 | 1 | 3.407 | 3.778 | 3.704 | FIN_1 | conscious consumerism | C |
2 | 2 | 3.222 | 3.593 | 3.444 | FIN_5 | energy-oriented economy | C |
3 | 8 | 2.889 | 3.222 | 3.000 | TECH_5 | smart living | - |
4 | 9 | 2.889 | 3.222 | 3.000 | ENV_1 | life after plastic | C |
5 | 10 | 2.963 | 3.037 | 3.037 | ENV_6 | nature-focused | - |
6 | 11 | 2.852 | 3.148 | 3.296 | ENV_9 | circular economy | C |
7 | 12 | 2.815 | 3.037 | 2.963 | ENV_2 | refill culture | C |
8 | 13 | 2.926 | 2.926 | 2.852 | ENV_3 | implementing sustainability | - |
9 | 15 | 2.667 | 3.148 | 2.963 | SOC_6 | truly smart city | - |
10 | 16 | 2.778 | 3.037 | 3.185 | ENV_11 | ecoenergy | C |
Maturity level | New normal or reactive level trends | Innovation or foresight level trends | No future trends | ||||
Impact or implementation level | High impact/implementation level | Moderate impact/implementation level | Low impact/implementation level | ||||
PEARSON’s correlation coefficient | High correlation | Mediocre correlation | Low correlation |
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Adamik, A.; Nowicki, M.; Puksas, A. Energy Oriented Concepts and Other SMART WORLD Trends as Game Changers of Co-Production—Reality or Future? Energies 2022, 15, 4112. https://doi.org/10.3390/en15114112
Adamik A, Nowicki M, Puksas A. Energy Oriented Concepts and Other SMART WORLD Trends as Game Changers of Co-Production—Reality or Future? Energies. 2022; 15(11):4112. https://doi.org/10.3390/en15114112
Chicago/Turabian StyleAdamik, Anna, Michał Nowicki, and Andrius Puksas. 2022. "Energy Oriented Concepts and Other SMART WORLD Trends as Game Changers of Co-Production—Reality or Future?" Energies 15, no. 11: 4112. https://doi.org/10.3390/en15114112
APA StyleAdamik, A., Nowicki, M., & Puksas, A. (2022). Energy Oriented Concepts and Other SMART WORLD Trends as Game Changers of Co-Production—Reality or Future? Energies, 15(11), 4112. https://doi.org/10.3390/en15114112