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Library/DP1 - Certified data provision

Design Principle

DP1 - Certified data provision

Provide certified data to negotiating sellers and buyers in a certified data area, so that both parties can consider the car data credible and trustworthy, increasing market transparency.

Design PrincipleOpen source resource ↗
OverviewLinked conceptsRelationshipsGraphRaw metadata

01

Overview

Producer metadata and the represented concept document.

Concept identity

design-knowledge/certified-data-chats-used-cars-dp1
Open concept record
Producer label
DP1
Source paper
Certified data chats for future used car markets
Timestamp
2026-07-16T00:00:00+00:00
Bundle path
design-knowledge/certified-data-chats-used-cars-dp1.md
certified-data-chats-used-carschatdata-marketdesign-principlenegotiationused-car-market

Design principle DP1: Certified data provision

Provide certified data to negotiating sellers and buyers in a certified data area, so that both parties can consider the car data credible and trustworthy, increasing market transparency.

Source paper

This design principle is proposed by Certified data chats for future used car markets (Andreas Engelmann, Gerhard Schwabe, 2024).

Addresses

  • Design goal DG1: Useful integration of certified data assets

Citations

[1] Andreas Engelmann, Gerhard Schwabe. Certified data chats for future used car markets. Electronic Markets 34:45 (2024). https://doi.org/10.1007/s12525-024-00725-z (opens in a new tab) [2] Source document: Certified data chats for future used car markets.pdf

02

Linked concepts

Concepts connected by incoming or outgoing native Markdown links.

Design Goal

Design Goal1
Design Goal
design-knowledge/certified-data-chats-used-cars-dg1

DG1 - Useful integration of certified data assets

Implement a useful integration of certified data assets into the chat.

certified-data-chats-used-carschatdata-marketdesign-goal+2

Paper

Paper1
Paper
papers/certified-data-chats-used-cars

Certified data chats for future used car markets

The study designs a certified data chat that integrates blockchain-based certified car data into negotiation, guided by three design goals and three design principles (certified data provision, selective information disclosure, and data presentation as overview and within conversation), and evaluates it in an experimental market game.

blockchaincertified-data-chats-used-carschatdata-market+3

03

Relationships

Directed links from Markdown. Heading context is displayed as derived metadata, not as a formal OKF predicate.

Outgoing links

2
  • →

    Certified data chats for future used car markets

    Paper
    Source
    DP1 - Certified data provision
    Target
    Certified data chats for future used car markets
    Link label
    Certified data chats for future used car markets
    Status
    Resolved

    Derived heading context: Source paper

  • →

    DG1 - Useful integration of certified data assets

    Design Goal
    Source
    DP1 - Certified data provision
    Target
    DG1 - Useful integration of certified data assets
    Link label
    Design goal DG1: Useful integration of certified data assets
    Status
    Resolved

    Derived heading context: Addresses

Incoming backlinks

1
  • ←

    Certified data chats for future used car markets

    Paper
    Source
    Certified data chats for future used car markets
    Target
    DP1 - Certified data provision
    Link label
    Design principle DP1: Certified data provision
    Status
    Resolved

    Derived heading context: Design knowledge

04

Local graph

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Knowledge graph

3 of 3 concepts · 5 directed relationships

Concept types
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Design PrincipleSeed

DP1 - Certified data provision

Bundle identity

Concept ID
design-knowledge/certified-data-chats-used-cars-dp1
Markdown path
design-knowledge/certified-data-chats-used-cars-dp1.md
Producer label
DP1
Native type
design-principle

Markdown summary

Design principle DP1: Certified data provision Provide certified data to negotiating sellers and buyers in a certified data area, so that both parties can consider the car data credible and trustworthy, increasing market transparency. Source paper This design principle is proposed by Certified data chats for future used car markets (Andreas Engelmann, Gerhard Schwabe, 2024). Addresses Design goal DG1: Useful integration of certified data assets Citations [1] Andreas Engelmann, Gerhard Schwabe. Certified data chats for future used car markets. Electronic Markets 34:45 (2024). https://doi.org/10.1007/s12525-024-00725-z [2] Source document: Certified data chats for future used car markets.pdf

Tags

  • certified-data-chats-used-cars
  • chat
  • data-market
  • design-principle
  • negotiation
  • used-car-market
This bounded preview contains only client-safe native OKF metadata.

05

Raw metadata

The complete producer frontmatter, serialized without server paths or runtime data.

Show producer frontmatter+
{
  "type": "design-principle",
  "title": "DP1 - Certified data provision",
  "description": "Provide certified data to negotiating sellers and buyers in a certified data area, so that both parties can consider the car data credible and trustworthy, increasing market transparency.",
  "resource": "https://doi.org/10.1007/s12525-024-00725-z",
  "source_paper": "Certified data chats for future used car markets",
  "label": "DP1",
  "tags": [
    "certified-data-chats-used-cars",
    "design-principle",
    "used-car-market",
    "data-market",
    "negotiation",
    "chat"
  ],
  "timestamp": "2026-07-16T00:00:00+00:00"
}