Design Principle

DP3 - Metrics privacy

Keep sensitive allocation metrics off-chain in competitive markets so that private data is not exposed while public allocation results remain verifiable.

Design PrincipleOpen source resource ↗

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Concept identity

design-knowledge/decentralized-procurement-logistics-dp3

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Producer label: DP3
Source paper: Decentralized Procurement Mechanisms for Efficient Logistics Services Mapping - a Design Science Research Approach
Timestamp: 2026-07-16T00:00:00+00:00
Bundle path: design-knowledge/decentralized-procurement-logistics-dp3.md

decentralized-procurement-logisticsdesign-principlelogisticsprocurementsmart-contractssupply-chain

Design principle DP3: Metrics privacy

Keep sensitive allocation metrics off-chain in competitive markets so that private data is not exposed while public allocation results remain verifiable.

Source paper

This design principle is proposed by Decentralized Procurement Mechanisms for Efficient Logistics Services Mapping - a Design Science Research Approach (Tiphaine Henry, Roman Beck, Walid Gaaloul, 2022).

Citations

[1] Tiphaine Henry, Roman Beck, Walid Gaaloul. Decentralized Procurement Mechanisms for Efficient Logistics Services Mapping - a Design Science Research Approach. HICSS 55 (2022). https://hdl.handle.net/10125/79936 (opens in a new tab) [2] Source document: Decentralized Procurement Mechanisms for Efficient Logistics Services.pdf

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Paper

Paper1

Paper

papers/decentralized-procurement-logistics

Decentralized Procurement Mechanisms for Efficient Logistics Services Mapping - a Design Science Research Approach

The paper designs, implements and evaluates a decentralized blockchain-based logistics procurement system that addresses the carrier-shipper allocation problem, and derives three nascent design principles - understandability, automation and metrics privacy - for decentralized procurement mechanisms.

blockchaindecentralized-procurement-logisticsdesign-science-researchlogistics+3

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Outgoing links

Decentralized Procurement Mechanisms for Efficient Logistics Services Mapping - a Design Science Research Approach
Paper
Source
DP3 - Metrics privacy
Target
Decentralized Procurement Mechanisms for Efficient Logistics Services Mapping - a Design Science Research Approach
Link label
Decentralized Procurement Mechanisms for Efficient Logistics Services Mapping - a Design Science Research Approach
Status
Resolved
Derived heading context: Source paper

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Decentralized Procurement Mechanisms for Efficient Logistics Services Mapping - a Design Science Research Approach
Paper
Source
Decentralized Procurement Mechanisms for Efficient Logistics Services Mapping - a Design Science Research Approach
Target
DP3 - Metrics privacy
Link label
Design principle DP3: Metrics privacy
Status
Resolved
Derived heading context: Design knowledge

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2 of 2 concepts · 2 directed relationships

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Design PrincipleSeed

DP3 - Metrics privacy

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Concept ID: design-knowledge/decentralized-procurement-logistics-dp3
Markdown path: design-knowledge/decentralized-procurement-logistics-dp3.md
Producer label: DP3
Native type: design-principle

Markdown summary

Design principle DP3: Metrics privacy Keep sensitive allocation metrics off-chain in competitive markets so that private data is not exposed while public allocation results remain verifiable. Source paper This design principle is proposed by Decentralized Procurement Mechanisms for Efficient Logistics Services Mapping - a Design Science Research Approach (Tiphaine Henry, Roman Beck, Walid Gaaloul, 2022). Citations [1] Tiphaine Henry, Roman Beck, Walid Gaaloul. Decentralized Procurement Mechanisms for Efficient Logistics Services Mapping - a Design Science Research Approach. HICSS 55 (2022). https://hdl.handle.net/10125/79936 [2] Source document: Decentralized Procurement Mechanisms for…

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{
  "type": "design-principle",
  "title": "DP3 - Metrics privacy",
  "description": "Keep sensitive allocation metrics off-chain in competitive markets so that private data is not exposed while public allocation results remain verifiable.",
  "resource": "https://hdl.handle.net/10125/79936",
  "source_paper": "Decentralized Procurement Mechanisms for Efficient Logistics Services Mapping - a Design Science Research Approach",
  "label": "DP3",
  "tags": [
    "decentralized-procurement-logistics",
    "design-principle",
    "logistics",
    "procurement",
    "smart-contracts",
    "supply-chain"
  ],
  "timestamp": "2026-07-16T00:00:00+00:00"
}

Design Principle

DP3 - Metrics privacy

Keep sensitive allocation metrics off-chain in competitive markets so that private data is not exposed while public allocation results remain verifiable.

Design PrincipleOpen source resource ↗

Overview

Producer metadata and the represented concept document.

Concept identity

design-knowledge/decentralized-procurement-logistics-dp3

Open concept record

Producer label: DP3
Source paper: Decentralized Procurement Mechanisms for Efficient Logistics Services Mapping - a Design Science Research Approach
Timestamp: 2026-07-16T00:00:00+00:00
Bundle path: design-knowledge/decentralized-procurement-logistics-dp3.md

decentralized-procurement-logisticsdesign-principlelogisticsprocurementsmart-contractssupply-chain

Design principle DP3: Metrics privacy

Keep sensitive allocation metrics off-chain in competitive markets so that private data is not exposed while public allocation results remain verifiable.

Source paper

Citations

Linked concepts

Concepts connected by incoming or outgoing native Markdown links.

Paper

Paper1

Paper

papers/decentralized-procurement-logistics

Decentralized Procurement Mechanisms for Efficient Logistics Services Mapping - a Design Science Research Approach

blockchaindecentralized-procurement-logisticsdesign-science-researchlogistics+3

Relationships

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

Outgoing links

Decentralized Procurement Mechanisms for Efficient Logistics Services Mapping - a Design Science Research Approach
Paper
Source
DP3 - Metrics privacy
Target
Decentralized Procurement Mechanisms for Efficient Logistics Services Mapping - a Design Science Research Approach
Link label
Decentralized Procurement Mechanisms for Efficient Logistics Services Mapping - a Design Science Research Approach
Status
Resolved
Derived heading context: Source paper

Incoming backlinks

Decentralized Procurement Mechanisms for Efficient Logistics Services Mapping - a Design Science Research Approach
Paper
Source
Decentralized Procurement Mechanisms for Efficient Logistics Services Mapping - a Design Science Research Approach
Target
DP3 - Metrics privacy
Link label
Design principle DP3: Metrics privacy
Status
Resolved
Derived heading context: Design knowledge

Local graph

One-hop by default, with an optional bounded two-hop view. Nodes are concept files and arrows are Markdown links.

Knowledge graph

2 of 2 concepts · 2 directed relationships

Concept types

Design PrincipleSeed

DP3 - Metrics privacy

Bundle identity

Concept ID: design-knowledge/decentralized-procurement-logistics-dp3
Markdown path: design-knowledge/decentralized-procurement-logistics-dp3.md
Producer label: DP3
Native type: design-principle

Markdown summary

Raw metadata

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

Show producer frontmatter

{
  "type": "design-principle",
  "title": "DP3 - Metrics privacy",
  "description": "Keep sensitive allocation metrics off-chain in competitive markets so that private data is not exposed while public allocation results remain verifiable.",
  "resource": "https://hdl.handle.net/10125/79936",
  "source_paper": "Decentralized Procurement Mechanisms for Efficient Logistics Services Mapping - a Design Science Research Approach",
  "label": "DP3",
  "tags": [
    "decentralized-procurement-logistics",
    "design-principle",
    "logistics",
    "procurement",
    "smart-contracts",
    "supply-chain"
  ],
  "timestamp": "2026-07-16T00:00:00+00:00"
}