Exploring an Interactive Value-Adding Data-Driven Model of Consumer Electronics Supply Chain Based on Least Squares Support Vector Machine

Table 1

Interactive value-adding index system of consumer electronics supply chains.

Primary indicator B		Secondary indicator C		Tertiary indicator D
B1	Interaction between enterprises	C1	Supply chain; relationship quality	D1	Cooperation
				D2	Trust
				D3	Communication
B1	Interaction between enterprises	C2	Supply chain; learning effect level	D4	Communication and exchange of knowledge
				D5	Transition from tacit knowledge into dominant knowledge
				D6	Absorption of knowledge and construction of new knowledge
B1	Interaction between enterprises	C3	Supply chain; collaborative effect level	D7	Common plan
				D8	Shared decision making
				D9	Joint implementation
				D10	Long-term collaboration
				D11	Win-win cooperation
B2	Interaction between enterprise and consumer	C4	Dialogue level between enterprise and consumer	D12	Continuous, two-way, complete, and real-time information exchange
				D13	Open and good information exchange
				D14	Timely and effective dialogue to resolve disputes
B2	Interaction between enterprise and consumer	C5	Trust degree between enterprise and consumer	D15	Not using “asymmetric information” to deceive consumers
				D16	Not using “asymmetric information” to bring potential risks to consumers
B2	Interaction between enterprise and consumer	C6	Quality of interactive channel between enterprise and consumer	D17	Easy access to enterprise information platform
				D18	True information provided by the platform
				D19	Can interact with any supplier through effective channels
B2	Interaction between enterprise and consumer	C7	Shared risk degree of enterprise and consumer	D20	Informing consumers of all possible risks
				D21	Establishing risk assessment and avoidance mechanism
				D22	Establishing damage compensation system according to risk level
B3	Interaction between consumers	C8	Information acquisition level	D23	Timely communicating information
				D24	Inexperienced consumers can seek advice by obtaining information
				D25	The information obtained can avoid potential risks
B3	Interaction between consumers	C9	Information sharing level	D26	Sharing product (service) information and experience
				D27	Sharing the psychological feelings of using the product or service
				D28	Information sharing enhances the product’s use value (or satisfaction, brand image)
B3	Interaction between consumers	C10	Mutual assistance degree	D29	Close cooperation with each other
				D30	Establishing special friendship under the same brand
B3	Interaction between consumers	C11	Innovation level	D31	Consumer community providing or (publishing) innovative information or requirements
				D32	Consumers innovatively using products or services through their own knowledge or skills
B4	Interaction between other relevant participants	C12	Government regulation level	D33	Healthy and stable supply chain and good environment for enterprise growth (political, economic, social, and cultural aspects)
				D34	Providing guarantees for legal governance
				D35	Encouraging and fulfilling supply chain social responsibility
				D36	Effectively controlling the risks of supply chain emergencies
				D37	Government participates in the design of incentive mechanisms of closed-loop supply chain
B4	Interaction between other relevant participants	C13	Industry guidance level	D38	Developing technical standards to guide industrial development
				D39	Mitigating the internal interest conflicts of the industry
				D40	Enhancing corporate brand image
				D41	Considering the interests and needs of consumers
B4	Interaction between other relevant participants	C14	Open innovation activity participation level	D42	Open, innovative participants participate in R&D
				D43	Open, innovative participants participate in product (service) production
				D44	Open, innovative participants participate in corporate governance