Research on a SaaS (Software as a Service)-based Digital Product
Passport System Model for the EV Battery Industry Value Chain
JINYOUB KIM1,2, JISANG MOON, YEJI DO1, HAYUL KIM2, JONGPIL JEONG3*
1AI Research Lab (of Hygino),
Department of Smart Factory Convergence,
Sungkyunkwan University,
Anyang,
KOREA
2DPP Research Lab (of Hygino),
Department of Smart City Convergence,
Seoul University,
KOREA
3Department of Smart City Convergence,
Sungkyunkwan University,
Suwon,
KOREA
*Corresponding Author
Abstract: - A notion for a policy tool that is particularly supported in policy circles to support the circular
economy is the digital product passport (DPP). To lay the groundwork for more circular products, the basic
design of a DPP should primarily comprise product-related data gathered by manufacturers. This study aimed
to look into the design options for a DPP system and how these options for a DPP system and how these
options could help players in the EV battery market given the absence of scientific debate surrounding DPP.
With a focus on the role of stakeholders, it does so while introducing the idea of DPP and outlining the current
system of legal and voluntary product information instruments. These preliminary results are incorporated into
an examination of the possible advantages of DPPs that is actor centered. Through desk research and
stakeholder workshops, data is produced. We discovered a significant need for more research, in particular, by
examining the function of the DPP system for various actors. These issues include how to reduce red tape and
increase incentives for manufacturers to provide specific information, how pertinent data can be compiled, what
data collection tools (such as databases), and to which stakeholder groups these data are made available. To
give DPPs better policy direction, other researchers might be able to fill the research gaps identified in this
work.
Key-Words: - Digital product passport; Digital product passport system; Asset Administration Shell; Plug Play
Link Socket; Data sovereignty
Received: May 4, 2023. Revised: October 13, 2023. Accepted: October 25, 2023. Published: November 3, 2023.
1 Introduction
1.1 Background
The Digital Product Passport (DPP) is a policy tool
concept that is being proposed in policy circles as a
way to contribute to the circular economy. A DPP's
preliminary design should largely comprise product-
related information gathered by manufacturers,
serving as the foundation for more circular products.
Given the scarcity of scientific discourse on DPP,
this study attempted to evaluate design choices for
DPP systems and how these options could benefit
stakeholders in the EV battery industry's product
value chain.
The 2021 Circularity Gap Report indicates that
both material consumption and carbon emissions are
on the rise. Notably, Digital Product Passports
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(DPP) are emerging as solutions to enhance
transparency, data sharing, and standardization
within the Circular Economy. There is an urgent
need to develop services that digitize both product
and process information throughout the product
lifecycle, bridging the gap between
conceptualization and real-world implementation.
To elucidate the concepts presented in Section 2,
we detail the theoretical underpinnings of a SaaS-
based DPP system. This entails a summarization of
the DPP system's structure, an overview of the
present state of the secondary battery industry, and
an update on the current advancements in SaaS-
based architectural development. Currently, data
collected at the production site is stored on the DAQ
server at the production site in real-time. In order to
study a system that utilizes the DPP system,
regardless of place or time, we propose a design and
implementation plan for a DPP system that is
flexible in terms of data sovereignty and security,
which requires detailed research on data sovereignty
and security in order to be configured as a system
that utilizes a cloud platform. Within the proposed
DPP system, essential components include
information regarding product composition and
origin, coupled with insights on the environmental
and social impact assessments of the product
throughout its production, utilization, and
modification phases. The Digital Product Passport
(DPP) concept has been introduced as a pivotal
mechanism for gathering and disseminating
information pertinent to a product's entire life cycle.
It represents a compilation of data/information
contributed by stakeholders engaged in the product's
value chain. The primary objective is to foster a
resource-efficient Circular Economy by
consolidating data from the product life cycle,
facilitating its sharing and analysis among key
players in the value chain. This approach aids in
conserving resources, making informed decisions,
enhancing product circularity through R-strategies
(including reuse, repair, refurbishment,
remanufacturing, and recycling), and bolstering the
transparency and traceability of products, materials,
and components. A fundamental tenet of the DPP
System is the imperative to institute a unified
approach to DPP across diverse sectors.
Concurrently, there's a necessity to devise strategies
that guarantee the currency of product passports
throughout their life cycle, emphasizing the
reincorporation of recyclable waste into the
economy as secondary raw materials. Figure 1
elucidates the foundational elements of the DPP
system.
Fig. 1: Basic components of a DPP system
This paper is organized as follows. The concept
of DPP and the method of collecting field data are
studied, and a review of DPP currently used in the
construction industry is presented in section 2. The
DPP system architecture and studies the database
operation structure that ensures data sovereignty by
the supply chain, including data collection and
storage methods based on international standards
and connecting modules to enhance interoperability
of data and programs by service provided in section
3. Section 4 provides a detailed account of the DPP
system deployed, while Section 5 offers our
conclusions and delineates forthcoming challenges
[1], [2], [3].
2 Related Work
2.1 DPP (Digital Product Passport)
With the endorsement of the European Green Deal
(European Commission 2019a) and the Circular
Economy Action Plan (European Commission
2020a), the EU has ushered in a groundbreaking
phase in its product policy. The concept of a
'electronic' or 'digital' product passport (PP) is
expressly discussed in both strategy documents as a
crucial tool for more product-focused policy. As a
result, the terms "electronic" and "digital" are
frequently used interchangeably in EU literature,
indicating that the PP must include computer-
readable data that has been stored on a server or in
the cloud, such as details about a product's
composition, its ability to be repaired and
disassembled, and how to handle it at the end of (its)
life (EOL). In order to recycle materials from items
that are no longer in use, the European Resource
Efficiency Platform, among others, started the
present demand for a pan-European PP in 2014
(European Commission (COM) 2014). Subsequent
to that, the discourse on the circular economy has
seen significant evolution, particularly within the
European context [4], [5]. According to the
Wuppertal Institute, a broad definition that defines it
as a data set that summarizes information about a
product’s components, materials, and chemicals, as
well as its repairability, spare parts, and proper
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disposal [1], [2], [3]. Depicted in Figure 2 is
Configure DPP System Services.
Fig. 2: Configure DPP System Services
The materials used for each component,
information about the manufacturing procedure
(such as joining techniques, binders), and details
about the physical and chemical characteristics of
the materials used, as well as their effects on
human health and the environment, are all
included in manufacturing data.
Usage data consists of data such as documentation
of replaced or repaired product parts.
End-of-life data consists of end-of-life data, such
as documentation of the collection, sorting, and
processing” of a product during its end-of-life”
(EoL) phase.
Life cycle data includes information on product
sales that can be used to estimate how much
waste will be generated at any particular time and
how many resources can be recycled.
2.2 Collecting Field Data: IIoT (Industrial
Internet of Things)
Industrial IoT is part of the smart factory area and is
the step from JIT (Just in Time) to FIT (Fit in Time)
by integrating all the information. RFID technology
is being considered as a way to verify the identity of
objects, and IPv6 needs to be applied to give each
object an identity. The MQTT protocol is posited as
a replacement for HTTP, with the Organization for
the Advancement of Structured Information
Standards (OASIS) adopting MQTT as the
standardized protocol for the Internet of Things. In
factory automation, data is collected via OPC-UA
and uploaded to the upper cloud via MQTT [6]. By
replacing human senses, datafication is not only
used in daily life, but also in factories, collecting
data and implementing it into actual IoT service
interfaces, rather than traditional, independent, and
individual sensors. By using multi-disciplinary
sensor technology, more intelligent and high-level
information can be extracted. In addition, through
arbitrary manipulation, users can instruct objects to
act. IoT is a convergence technology, a combination
of various technologies, and builds a system based
on IoT and big data. Figure 3 depicts Ecosystem
model directly related to industrial applications. IoT
is more adaptable in terms of connectivity and
criticality, allowing for ad hoc and mobile network
structures as well as having fewer strict
requirements for timing and reliability (with the
exception of medical applications). IIoT, on the
other hand, typically utilizes fixed and
infrastructure-based network solutions that are well
designed to meet communication and coexistence
requirements, [7].
Fig. 3: Ecosystem model directly related to
industrial applications
2.3 Create a Data Standard: AAS (Asset
Administration Shell) Collecting
The "AAS networked" project should be used to
ensure the interoperability of various VWS
implementations from various companies and
institutions, which will be based on the technology
of AAS and proven by virtual testbeds and
demonstrations, and evidence of the functional and
general validity of the AAS concept and
specifications should be used as the first goal, which
is currently the implementation of an Industrie4.0
platform with globally connectable AAS models by
2030. In addition, several requirements must be
specifically fulfilled on the basis of the AAS model
[8], [9].
Connectivity: Assets should connect the same
analog and digital worlds via standard
communication methods. Data integrity and cyber
security: Appropriate integration and protection
mechanisms ensure that processed data is kept
accurate and is not damaged or unexpectedly
changed.
• Clear semantics: Ensure that assets consistently
use the same vocabulary for meaning and content
and that messages are clearly understandable. Be
able to communicate by exchanging and
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interacting digitally. Complete tasks
autonomously.
Include AI: All stakeholders should be able to
collaboratively use and interconnect machine and
user data. Artificial intelligence can also be used
to arrive at new solutions and business models.
Guidelines for governance, along with data
security and sovereignty: It mandates that
stakeholders across national, European, and
global spectrums operate equitably within an
open ecosystem. The structure of the AAS data is
illustrated in Figure 4.
Fig. 4: AAS data structure
There are two types of assets set up using AAS.
One is the type of product and the other is the actual
data of the product. At this time, the data is
delivered to the client or cloud AAS database using
the OPC-UA protocol server.
2.4 AAS Data Interface: Leveraging OPC-UA
(Open Platform Communications Unified
Architecture)
OPC stands for OLE for Process Control. It is a
standardized communication protocol. It is
maintained by the OPC Foundation. Originally, the
communication that followed the abbreviation was
called OPCDA, OPC Classic, and then it evolved
into OPCUA, which stands for Open Platform
Communications Unified Architecture.
You may have a headache, but the version that
runs only in the Windows environment because the
concept of OPC Classic came out first is OPCDA.
So, because it communicates with DCOM, the port
is also specified, and it is difficult to set up for
external access.
If you say that the PLC has OPC function in your
environment, it means that UA has been introduced.
Figure 5 depicts OPCUA application.
Fig. 5: OPCUA application
The reason to adopt OPC is that the same
communication method can be used to communicate
from the bottom to the top using the same protocol.
If the communication protocols of each driver were
divided into Chinese, Korean, and English, it would
be difficult to communicate with each other.
So, it’s easier to understand that OPC is
organized to communicate in one language. This is
called interoperability. But to make this
communication more efficient, OPC servers provide
many features, [10].
The Classic OPC standard provides three server
services: Data Access (DA), Alarm AND Events
(AE), and Historical Data Access (HDA). DA is
exactly what it sounds like: Data Access. You can
check and get the current value of the PLC. This is
the most useful feature in the industrial field.
You can’t get historical data. This is where it is
compared to HDA. HDA can get historical data. The
OPC HDA server stores the current data in a local
historian and accesses it from the client. AE is a
function that registers an alarm tag as an event on an
alarm and notifies the client as an event when the
alarm changes to True. In this way, Classic OPC has
three types of servers.
3 DPP System Model
3.1 System Architecture
The DPP system serves as an IT/software
infrastructure that associates physical products with
DPPs, assimilates requisite data for DPPs, and
fosters collaboration among diverse stakeholders
within a product's value chain. At its core, the DPP
system must establish an integrated approach to
DPP across industries, ensure that recyclable waste
is injected back into the economy as secondary raw
materials, and develop mechanisms to ensure that
product passports are kept up to date throughout the
product lifecycle.
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In addition, confidential business information and
IP security issues need to be addressed to enable
enterprise adoption. Figure 6 depicts DPP System
Model for EV batteries.
Fig. 6: DPP System Model for EV batteries
The Wuppertal institute has created a dataset that
compiles information on a product's parts, materials,
chemistry, repairability, spare parts, and directions
for its disposal.
It has a broad definition and is gathered over the
course of a product's life cycle. It is then utilized to
optimize the design, production, usage, and disposal
of the product. The following service modules make
up the DPP system model.
Manufacturing data service: The product
encompasses components, the materials
designated for each, a comprehensive overview
of the manufacturing process (including joining
techniques and binders), along with the physical
and chemical properties of the materials in use.
Additionally, details pertaining to substances
detrimental to the environment or potentially
hazardous to human health are incorporated.
Usage data service: a service that provides
information like records of product parts that
have been replaced or repaired.
End-of-life data service: a service that contains
end-of-life information, like records of the
gathering, sorting, and processing of a product
during its "end-of-life" (EoL) phase.
Lifecycle data service: Includes data such as
product sales that can be used to predict the
amount of waste expected at a given time and
the number of resources that can be recycled
3.2 Trust Framework Architecture
It is a data-neutral platform that supports EV battery
value chain Scope 1 to 3, providing suppliers with
real-time measured data-based LCA calculation and
PCF data exchange solutions. Figure 7 depicts the
Trust Framework Architecture.
Fig. 7: Trust Framework Architecture
Implement a trust ecosystem with a governance
framework that organizes and describes an
ecosystem of issuers, holders, and validators.
Issuers: Issue verifiable credentials to holders
based on specific use cases. Typically refers to a
trusted party in the ecosystem that claims
compliance for an organization or product.
Holder: Holds and controls verifiable
credentials and shows them upon request.
Typically refers to a party that is bound to an
enterprise, entity, or individual.
Validator: Requests the presentation of a
verifiable credential and cryptographically
verifies it to ensure that the data has not been
tampered with. Uses data to support business
processes and is typically bound to an
organization or individual.
Trust framework: defines the basic principles
and governance that apply to the ecosystem, sets
the rules that must be met to participate in the
ecosystem (e.g., to become an issuer) and sets
the technical standards to be followed.
4 Discussion and Challenge Issues
4.1 European Green Deal
The European Commission (EC) released the
underlying presumptions of the European Green
Deal, a new growth plan for the European Union
(EU) and its citizens, in December 2019. The
European Green Deal's primary goal is to make the
EU into a just and affluent society with a cutting-
edge, resource-effective, and competitive economy.
The European Commission (EC) aims to achieve
net-zero greenhouse gas emissions across the Union
by 2050. Emphasis is placed on mineral resources
management, as the European Green Deal
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underscores economic growth that is independent of
resource consumption, [11]. A paramount objective
in actualizing this new European strategy is
galvanizing the industry towards a clean and
circular economy (CE), [12].
The EC emphasizes that transforming an
industrial sector and all value chains will take the
next 25 years. As a result, during the course of the
next five years, significant decisions and actions
will be taken. In March 2020, the EC released a new
CE Action Plan, emphasizing a cleaner and more
competitive Europe, [13]. Currently, the EU is
transitioning towards a Circular Economy (CE), a
shift that began with the initial communication on
the CE from the European Commission (EC) in
2014, [14]. In the years that followed, the EC has
diligently published subsequent CE
communications: the CE Action Plan in 2015, [15],
the CE Monitoring Framework in 2018, [16], and a
report on the implementation of the initial CE
Action Plan in 2019, [17].
The Circular Economy (CE) advocates for a shift
from the linear "take-make-dispose" model to a
circular approach where waste, when generated, is
regarded as a valuable resource, [18]. In addition, it
is advised to recycle and recover raw materials
(RMs) from all waste streams in order to make
better use of mineral resources. The European
Commission emphasizes the need to keep an eye on
changes to how mineral resources are managed
throughout each of its member states.
Consequently, in 2018, the EC highlighted the
management of Raw Materials (RMs) as a crucial
component within the monitoring framework for the
transition towards a Circular Economy (CE), [16].
In summary, the management of raw materials
within the EU presents several challenges in
executing the directives stipulated in the Green Deal
strategy and the Circular Economy (CE) model.
These challenges predominantly center around
augmenting the recycling rates of critical raw
materials, bolstering stakeholder participation, and
elevating awareness regarding Sustainable
Development (SD) and CE among enterprises active
in the Raw Material (RM) sector.
To speed up the transformation process toward
the circular economy and the Green Deal, all
Member States are currently cooperating, for
instance by putting national CE initiatives into
place. The revised financial perspective for projects
focusing on the balanced and circular management
of Raw Materials (RM) under Horizon 2020 and
other supporting mechanisms offers an exceptional
opportunity to accelerate the transformation process.
4.2 Decarbonizing Transport in the
European Union
The relationship between society and nature is
currently under danger. This is the general scientific
consensus, which is expressed, for instance, in the
Anthropocene idea. The discourse surrounding the
Anthropocene posits that from the onset of
industrialization, human activity has had a profound
impact on the Earth's system. Concurrently, several
planetary boundaries have been surpassed, [19].
Amidst this discourse, various scholars critique
the term "Anthropocene" and suggest the alternative
"Capitalocene." This terminology posits that the
disruption in the relationship between society and
nature isn't a consequence of humanity as a whole,
but rather a specific trajectory of social evolution,
especially within capitalist production relations.
Given the inherent disparities in development within
capitalism, the accountability for and susceptibilities
to events like climate change are disproportionately
allocated, [20]. However, recent decades have seen
a significant politicization of various issues,
including climate change. The EU is often cited as a
forerunner in environmental and climate policy.
This leadership role in environmental stewardship
forms a cornerstone of the European integration
process. However, this perception has been
contested and sometimes labeled as "the myth of a
Green Europe, [21].
In a recent development, Ursula von der Leyen,
the President of the EU Commission, reaffirmed
these aspirations at the close of 2019 by introducing
the Green Deal, which sets the goal of
decarbonizing the EU by 2050, [22]. The EU's
balance sheet, however, shows a strong ambivalence
when it comes to climate policy, with a picture that
is heterogeneous both in terms of member states and
from a sectoral viewpoint. emissions decreased
21.6 across the EU. We contend that the emission
performance criteria put some emphasis on the
environmental upgrading of the EU transportation
sector in 2019.
Unlike the 2009 discussions, the German
Government refrained from firmly advocating for
the interests of the German automobile sector during
negotiations on fleet limitations. This, in part,
enabled the EU Directive to adopt a notably
ambitious stance.
However, the political dynamics and institutional
structures of the EU prevent a more comprehensive
and effective response to the ecological crisis in the
transportation industry. In studies on European
environmental policy, this aspect is frequently not
given enough weight. As we will demonstrate, this
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is especially true in discussions about environmental
leadership.
4.3 ESPR (Eco-design for Sustainable
Products Regulation)
Echo design for Sustainable Products Regulation
establishes EU DPP and is key link between
policies, [23]. Lately, there's been a growing
demand for the integration of a DPP within the EU
framework. In response, the DPP was initially
presented in 2020 within the proposal for a new
Batteries Regulation (European Commission
2020c). It also forms a core component of the EU's
2022 ESPR proposal. This proposal further seeks to
broaden the ambit of the Echo Design Directive on
energy-related products to encompass the broadest
possible product range, establishing suitable
minimum sustainability standards and information
requisites for specific product categories (European
Commission 2022), [24], [25].
The proposed DPP can be characterized as an
organized compilation of product-associated
datasets with a predetermined scope, established
data ownership, and specific access privileges
tailored for distinct target groups. These groups
include consumers, policymakers, recyclers, and
market surveillance authorities. This data is
accessible via a unique identifier (either a number or
code) that is also displayed on the product itself,
[26]. Within the EU, the approach will likely
involve a decentralized data storage system paired
with a streamlined central registry managed by the
EU, focused on select key parameters, [27].
4.4 The DPP in the new Batteries Regulation
A model for other policy topics The product group
"battery," specifically portable, industrial,
automotive, and light means of transportation
batteries, serves as one illustration of the growing
complexity of product assessment and legislation as
well as the tremendous potential that a DPP can
bring. The EU Batteries Directive (2006/66/EC) has
governed the manufacture and disposal of batteries
in the EU since 2008. The primary objective of the
directive at that juncture was to curb the usage of
cadmium and mercury, as well as to standardize and
oversee the waste management of used batteries
(European Commission 2020d), [24], [25].
The demand for batteries has significantly
increased over the past several years as a result of its
role as a fundamental element of e-mobility and the
gradual electrification of power tools. The Batteries
Directive 2006/66/EC no longer does them justice
because not only the quantity of batteries has
changed, but also their size, composition, and
intended application. In addition, the battery's value
addition and environmental impact have grown in
importance at the same time. In order to support
further battery research and industrialization in the
EU, the European Commission established the
European Battery Alliance in October 2017. The
following year, the European Commission laid
down the groundwork for a competitive and
sustainable battery value chain in Europe with the
"Strategic Action Plan for Batteries" (European
Commission 2018). Given these circumstances, and
as an element of the European Green Deal, the
Commission unveiled a draft for a novel Batteries
Regulation in December 2020, which was
subsequently endorsed by the EU parliament in
March 2022 (European Commission 2022), [25],
[26].
The proposed Batteries Regulation encompasses
rigorous standards to enhance sustainability,
traceability, and social norms throughout the entire
battery product lifecycle. It covers specifications for
the effectiveness and longevity of batteries, as well
as their carbon impact, usage of recycled materials,
and rate of collection and recycling. The statute also
mandates a label denoting the carbon footprint
performance grade of the batteries, in addition to the
ethically sourced origins of its components.
Labeling batteries, for instance through QR codes, is
pertinent for various stakeholders: it aids end-users
in decision-making during purchase or disposal,
whereas service providers, middlemen, or recyclers
can access in-depth details about the battery's status
and makeup (European Commission 2020c), [26].
The Batteries Regulation is set to roll out an
electronic battery information exchange system by
2026. Here, data concerning every battery model
introduced to the EU market would be cataloged and
disclosed to the public. Each regulated battery that
is transacted (or undergoes a status alteration, like
repair or repurposing, and so on) in 2026 will also
be accompanied by an electronic document, termed
the "battery passport," serving as a DPP for
batteries. The systems and policies that catalyze
DPP include, [27]:
The European Commission’s updated Circular
Economy Action Plan.
The EU’s Strategy for Sustainable Chemicals.
The European Commission’s Refreshed
Consumer Agenda.
U.S.: An extract from the White House's 100-
Day Reviews pursuant to Executive Order
14017.
Japan’s 2020 Vision for a Circular Economy.
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China’s 14th Five-Year Development Blueprint
for Circular Economy.
The Australian Parliament’s investigation and
report titled “From Waste to Worth: Pioneering a
Circular Economy.”
The Federal Consortium for Advanced Batteries
(FCAB).
5 Conclusions
Although the analysis, demand, and partial
implementation of the collection and publication of
product-specific data using IT-based systems have
been ongoing for many years in various contexts,
the concrete discussion of the so-called "electronic"
or "digital" PP is still in its infancy, and many
aspects and details are still being worked out. It
must be remembered that the concept of PPs as a
whole has historically been debated using a variety
of terms and methodologies, including "digital
twins," resource or material passports,
environmental product declarations, life cycle files,
cycle/recycling passports, etc.
The central concepts behind these terminologies
often remain in nascent stages and are yet to evolve
into universally comparable standards. Hence, while
these terminologies may often converge on a
foundational principle, nuances in their application
and objectives can differ. It remains an open
question as to which existing informational tools
will either be phased out in favor of a standardized
EU-wide DPP or will form the foundation for its
evolution. Regardless of the specific format of
future Product Passports (PPs), it’s vital that data is
systematically collected, updated, and rendered
accessible to relevant user groups, possibly even at a
product-specific levele.g., for high-value items.
While certain data can be gathered that is
generally applicable to a product group or model
(for example, generic repair data), product-specific
data that has to be even more precisely defined
would necessitate integrating all pertinent
stakeholders across the whole product life cycle. It
would be necessary to update product-specific
information if, for instance, the qualities or
components of a certain product changed as a result
of a repair procedure in order for, say, waste
management businesses, to dispose of the product in
the best possible way. Product-specific information
would be required when mass production becomes
more and more customized and incorporates design
preferences. Although there is currently not enough
information regarding the precise specifications of
the future DPP, some factors must unquestionably
be thoroughly compared in terms of advantages and
disadvantages as part of anticipated additional
stakeholder conversations.
For effective execution, the roles and standards
pertinent to various stakeholders must be explicitly
articulated, especially in contexts like transparency,
verifiability, long-term data availability, data
disclosure, and security stipulations. Based on the
assessment, decisions need to be made concerning
where, by whom, and for what duration data will be
storedbe it with manufacturers, importers, or
other "distributors" (Figure 2). The consideration
shouldn't just be about where the data resides but
also about the entities responsible for feeding the
data into the system during the DPP's
implementation. This could range from producers
and suppliers to importers, ensuring that proprietary
and trade secrets remain confidential.
Critical to note is that the system must not only
facilitate data input (write access) from distributors
in the long run but also from other entities, such as
repair services. This allows for the possibility to
update product-specific data over its lifecycle.
Moreover, the data and insights collected won't hold
uniform relevance across all user demographics in
line with their market functions. Hence, to achieve
focused data management (often termed the "need to
know" principle), the system must ensure that
designated user groups have access only to
pertinent, curated information, emphasizing the
protection of sensitive business intelligence (as
noted by the European Policy Centre 2020). This
brings up the question: Should such data be
exclusive for market surveillance purposes, or
should it be extended to other agencies to promote
equitable global supply and value chains, especially
if there's a need to trace the origins of raw materials
used in products or components?
Acknowledgment:
This research was supported by the SungKyunKwan
University and the BK21 FOUR(Graduate School
Innovation) funded by the Ministry of Education
(MOE, Korea) and the National Research
Foundation of Korea(NRF).
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Contribution of Individual Authors to the
Creation of a Scientific Article (Ghostwriting
Policy)
The authors equally contributed in the present
research, at all stages from the formulation of the
problem to the final findings and solution.
Sources of Funding for Research Presented in a
Scientific Article or Scientific Article Itself
No funding was received for conducting this study.
Conflict of Interest
The authors have no conflicts of interest to declare
that are relevant to the content of this article.
Creative Commons Attribution License 4.0
(Attribution 4.0 International, CC BY 4.0)
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WSEAS TRANSACTIONS on BUSINESS and ECONOMICS
DOI: 10.37394/23207.2023.20.211
Jinyoub Kim, Jisang Moon, Yeji Do,
Hayul Kim, Jongpil Jeong
E-ISSN: 2224-2899
2475
Volume 20, 2023