Commissioned Research
Top 10 Best Electronic Component Database Software of 2026

GITNUXSOFTWARE REVIEW

Manufacturing & Engineering

Top 10 Best Electronic Component Database Software of 2026

Compare electronic component database software tools like CIiva, Sourcengine, and Octopart for faster part search and sourcing workflows.

20 min readUpdated Editorially scoped research
How we ranked these tools
01Editorial Scope

Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.

02Source Research

AI search agents find sources, extract figures with provenance, and aggregate written reviews. They also transcribe video reviews and podcasts.

Read our full methodology →

Framework: Features 40% · Ease 30% · Value 30%

Gitnux may earn a commission through links on this page. This does not influence our reviews. Editorial policy

Electronic component database software tools matter because engineers need an accurate parts data model while procurement teams need current availability, pricing signals, and lifecycle status that can drive sourcing workflows. This comparison helps buyers weigh search depth, BOM-ready attributes, and integration and API fit across vendor data and enrichment patterns, with specific attention to how Sourcengine and Findchips support data-driven procurement.

CIiva is the best pick for component librarians who need normalized BOM-ready data and lifecycle-aware alternatives, since it keeps internal part records connected to end-of-life signals and replacement options, while Octopart fits teams that want strong parametric search plus API automation for procurement and BOM validation.

Editor’s top 3 picks

Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.

Editor pick
1

CIiva

Lifecycle-aware internal library records that connect end-of-life signals to replacement and alternative options.

Best for: Fits when component librarians need normalized data, lifecycle tracking, and controlled alternatives for BOM-driven work.

2

Sourcengine

Editor pick

Alternate part management with approval-style substitution tracking tied to engineering change workflows.

Best for: Fits when engineering and procurement must share lifecycle-aware component data.

3

Octopart

Editor pick

Octopart API supports programmatic parametric search with structured results mapped to manufacturer part numbers.

Best for: Fits when teams need attribute-driven part search plus API automation for BOM and procurement validation.

Comparison Table

1
CIivaBest overall
enterprise
9.2/10
Overall
2
enterprise
8.9/10
Overall
3
API-first
8.7/10
Overall
4
8.4/10
Overall
5
enterprise
8.0/10
Overall
6
enterprise
7.9/10
Overall
7
7.5/10
Overall
8
enterprise
7.1/10
Overall
9
6.8/10
Overall
10
vertical specialist
6.7/10
Overall
#1

CIiva

enterprise

Electronic component management software providing parts database, BOM management, and lifecycle intelligence.

9.2/10
Overall
Features9.2/10
Ease of Use9.4/10
Value9.0/10
Standout feature

Lifecycle-aware internal library records that connect end-of-life signals to replacement and alternative options.

CIiva is an electronic component database focused on keeping manufacturer part number records usable for procurement and engineering workflows. Its core capabilities center on importing component data into a curated internal library, mapping alternatives, and tracking lifecycle signals like end-of-life and status changes.

CIiva also supports search across normalized attributes so teams can filter by electrical and availability-relevant fields rather than vendor-specific naming. Integration options matter most when CIiva is used alongside bill of materials processes and internal engineering change workflows.

Pros
  • +Attribute normalization improves cross-vendor parametric search consistency
  • +Alternative part management helps teams handle component substitutions
  • +Lifecycle status tracking supports end-of-life and risk follow-through
  • +Library import workflows reduce manual transcription of manufacturer part numbers
Cons
  • –ECAD library management coverage is limited compared with dedicated CAD-focused tooling
  • –Governance and approvals require careful setup to prevent uncontrolled inventory edits
  • –Automation surface depends on integration choices rather than built-in end-to-end pipelines
  • –Advanced reporting needs admin configuration to match procurement views
Use scenarios
  • procurement and engineering teams

    Screen substitutes during engineering change

    Faster replacement shortlists

  • BOM operations teams

    Update lifecycle signals across BOMs

    Better sourcing timing

Show 1 more scenario
  • component data stewards

    Curate usable internal component records

    Reduced vendor naming conflicts

    Teams import manufacturer part data into a curated library with consistent fields for engineering lookup workflows.

Best for: Fits when component librarians need normalized data, lifecycle tracking, and controlled alternatives for BOM-driven work.

#2

Sourcengine

enterprise

Sourcengine provides electronic component search, sourcing, inventory, and procurement data.

8.9/10
Overall
Features8.9/10
Ease of Use8.9/10
Value8.9/10
Standout feature

Alternate part management with approval-style substitution tracking tied to engineering change workflows.

Sourcengine supports a structured electronic component library where manufacturer data can be enriched into a usable component inventory for engineering and sourcing. The search experience prioritizes parametric filtering and consistent attribute mapping across parts. Alternate part management helps teams define substitutions and track what is approved for use rather than relying on ad hoc spreadsheet lists.

A tradeoff is that attribute quality depends heavily on import hygiene and normalization rules, since search precision improves when source fields map cleanly. A common usage situation is a BOM import workflow where procurement needs lifecycle-aware availability for parts referenced in drawings and engineering change orders.

Pros
  • +Parametric search built for multi-attribute filtering across large component sets
  • +Alternate part management supports substitution decisions during change workflows
  • +Attribute normalization reduces duplicate records across similar manufacturer parts
  • +BOM import workflows keep procurement lists aligned with engineering references
Cons
  • –Attribute mapping and normalization require consistent source data discipline
  • –Complex ECAD and CAD asset workflows may need extra setup to fit specific file needs
Use scenarios
  • Procurement teams

    Source replacements for risky BOM parts

    Faster replacement decisions

  • Design engineering teams

    Search by parameters across parts

    Reduced selection rework

Show 1 more scenario
  • Operations and data owners

    Control internal part mapping

    Fewer mismatched BOM lines

    Teams map manufacturer part number fields into internal part numbers to keep references consistent.

Best for: Fits when engineering and procurement must share lifecycle-aware component data.

#3

Octopart

API-first

Octopart provides electronic part search, distributor availability, pricing, specifications, and CAD data.

8.7/10
Overall
Features8.7/10
Ease of Use8.6/10
Value8.8/10
Standout feature

Octopart API supports programmatic parametric search with structured results mapped to manufacturer part numbers.

Octopart centers on a normalized electronic component library where manufacturer part numbers map to consolidated listings and variant data. Parametric search filters on common electrical and physical attributes, and results can be refined through additional constraints to converge on compatible parts. The site workflow supports quick assessment of lifecycle signals and alternate availability when a manufacturer changes or discontinues a part.

Automation is a core differentiator, because Octopart provides an API that supports programmatic search and data retrieval for internal procurement tools. A tradeoff is that data quality can vary by component category and distributor source coverage, which can force exception handling for niche parts. A typical usage situation is building a bill of materials import pipeline that validates component candidates and flags lifecycle risk when engineer-approved alternates are required.

Pros
  • +Strong parametric search across electrical and package attributes
  • +API enables automated part lookup in procurement and BOM workflows
  • +Lifecycle signals and alternates reduce manual cross-referencing
  • +Consolidated manufacturer part number records speed shortlisting
Cons
  • –Coverage varies for less common part families and regions
  • –API integration needs engineering effort for reliable matching rules
Use scenarios
  • Procurement operations teams

    Rapid sourcing for attribute-specified parts

    Shortlisted parts in minutes

  • Engineering change order owners

    Validate lifecycle risk for candidates

    Fewer obsolete purchases

Show 1 more scenario
  • BOM automation engineers

    Enrich imported BOM line items

    Consistent BOM enrichment

    Teams call the API to map part identifiers, then attach validated candidates to each line.

Best for: Fits when teams need attribute-driven part search plus API automation for BOM and procurement validation.

#4

Findchips

SMB

Findchips provides electronic component search across distributor inventory, pricing, specifications, and availability.

8.4/10
Overall
Features8.4/10
Ease of Use8.3/10
Value8.5/10
Standout feature

Alternate part management with normalized attributes tied to lifecycle signals for faster obsolescence triage.

Findchips centers on manufacturer part number search plus distributor availability context, so sourcing teams can validate candidates before committing to a bill of materials line item. Its record structure supports lifecycle status signals like end-of-life indicators and change references, which reduces manual lookups during obsolescence management. The automation angle is strongest when internal part numbers and supplier alternates need consistent normalization across repeated engineering change cycles.

Pros
  • +Strong manufacturer part number search with alternates and substitution context
  • +Attribute normalization reduces duplicate filtering across distributors and suppliers
  • +API access supports automated part enrichment and BOM follow-up workflows
  • +Lifecycle status fields support end-of-life and change-oriented reviews
Cons
  • –ECAD library depth varies per part, which can limit direct schematic reuse
  • –Search results require curation when internal part numbers differ from vendor naming
Use scenarios
  • Procurement teams

    Validate BOM lines against alternates

    Fewer sourcing delays

  • Reliability and obsolescence teams

    Prioritize end-of-life remediation lists

    Shorter EOL triage

Show 1 more scenario
  • Engineering teams

    Automate supplier candidate matching

    Less manual part cleanup

    API-driven enrichment maps BOM items to structured part records with normalized attributes.

Best for: Fits when procurement and engineering teams need automated part resolution, alternates, and lifecycle checks for BOM reviews.

#5

SiliconExpert

enterprise

SiliconExpert provides electronic component data, lifecycle intelligence, compliance data, and BOM analysis.

8.0/10
Overall
Features8.0/10
Ease of Use8.0/10
Value8.0/10
Standout feature

API-first access to part, attributes, alternates, and lifecycle data for keeping external inventory and BOM tooling synchronized.

SiliconExpert aggregates manufacturer part number data and parametric attributes into a central electronic component library for engineering and procurement teams.

Pros
  • +Normalized parametric fields improve repeatable searches across manufacturer catalogs
  • +Lifecycle and alternates views support faster obsolescence and replacement decisions
  • +API and export options fit BOM and procurement workflows without manual re-keying
  • +Strong governance for shared part records across multiple teams
Cons
  • –Deep configuration is required to match internal part and attribute naming
  • –ECAD and CAD artifact workflows rely on external processes more often than built-in tooling
Use scenarios
  • inventory planners and procurement

    Plan retirement with lifecycle signals

    Earlier last-time-buy decisions

  • design engineers and sourcing teams

    Shortlist alternates using parametrics

    Replacement candidate shortlists

Show 2 more scenarios
  • parts data managers and procurement

    Enrich component records with suppliers

    More consistent component master data

    Teams add manufacturer, lifecycle, supplier, and compliance information so internal part records stay consistent.

  • quality and product engineering

    Prepare reusable compliance evidence

    Reusable compliance assessment evidence

    Teams use normalized attributes and supplier information to investigate compliance requirements and tracebacks.

Best for: Fits when engineering and procurement teams need lifecycle plus alternates with API-driven integration.

#6

Z2Data

enterprise

Z2Data provides component lifecycle, supply-chain risk, compliance, and market intelligence.

7.9/10
Overall
Features7.9/10
Ease of Use7.9/10
Value7.9/10
Standout feature

Lifecycle-aware change handling for obsolescence and alternate substitutions across the component inventory.

Z2Data is an electronic component database system built around managing manufacturer part numbers with controlled change workflows and lifecycle tracking. The core workflow centers on importing component and parametric data, normalizing attributes, and maintaining alternate part relationships for procurement and engineering searches.

Pros
  • +API access supports automated synchronization with external inventory and engineering systems
  • +Lifecycle status tracking supports end-of-life and obsolescence workflows across part records
  • +Alternate part management reduces BOM substitutions during sourcing and qualification
  • +Bulk import and attribute normalization reduce manual re-entry for manufacturer datasets
Cons
  • –Advanced governance requires disciplined setup of internal part identifiers and edit roles
  • –Deep CAD artifact coverage and ECAD-to-library publishing depend on integration configuration
Use scenarios
  • component engineers and sourcing

    Validate interchangeability before approval

    Clearer substitution checks

  • catalog owners and electronics operations

    Maintain a controlled component library

    More controlled part information

Show 2 more scenarios
  • design and component engineering

    Select candidates by normalized specifications

    Faster candidate selection

    Teams filter records using electrical, mechanical, and tolerance attributes extracted from datasheets.

  • compliance and procurement teams

    Use compliance data in decisions

    More informed part approvals

    Teams review structured component records and supply risk signals to support part approval and sourcing choices.

Best for: Fits when mid-size engineering teams need lifecycle-aware part libraries with automated API sync.

#7

SnapMagic Search

SMB

SnapMagic Search provides electronic component search with symbols, footprints, models, and datasheets.

7.5/10
Overall
Features7.5/10
Ease of Use7.5/10
Value7.5/10
Standout feature

Search-centric component record linking that prioritizes exact attribute matches during sourcing lookups.

SnapMagic Search focuses on fast, query-driven access to electronic component records rather than a full ECAD-to-library authoring suite. The workflow centers on search and filtering across manufacturer part number attributes, then redirects teams to the matching inventory context for sourcing decisions.

Pros
  • +Search-first workflow maps to engineer and procurement lookup behavior
  • +Supports attribute-based filtering for manufacturer part number matching
  • +Ingestion supports building a shared electronic component library
  • +Clear focus reduces time spent on ECAD library administration tasks
Cons
  • –Limited evidence of deep lifecycle automation like end-of-life tracking rules
  • –Governance controls for approved manufacturer list management feel constrained
  • –API surface is not described with the same depth as larger data platforms
  • –Requires consistent attribute normalization to avoid noisy search results
Use scenarios
  • engineering teams

    Look up parts with attribute filters

    Quicker part lookup

  • procurement analysts

    Screen components during sourcing workflows

    Fewer manual searches

Show 1 more scenario
  • data operations teams

    Refresh component libraries from sources

    Updated component records

    Teams ingest external data to build and refresh a reusable component library for ongoing day-to-day lookup work.

Best for: Fits when teams need fast parametric-style lookups from a maintained component inventory.

#8

PartsOps

enterprise

Electronic component sourcing and lifecycle data platform for supply chain teams.

7.1/10
Overall
Features7.1/10
Ease of Use7.0/10
Value7.2/10
Standout feature

Lifecycle status plus substitution mapping stays inside the same part record so BOM updates preserve approved alternatives.

PartsOps centers an electronic component database workflow around controlled part records and downstream engineering use. Component inventory entries can be enriched with lifecycle status and alternate part management so teams can track substitutions and discontinued items with fewer manual spreadsheets.

Pros
  • +Lifecycle status tracking stays attached to each part record
  • +Alternate part management reduces disruption during substitutions
  • +Structured attributes improve parametric search results
  • +Change tracking supports governance for approved component data
Cons
  • –ECAD and MCAD file exchange coverage is limited to specific formats
  • –Advanced automation needs more administrator configuration discipline
Use scenarios
  • electronics engineers

    Track substitutions in BOM evolution

    Fewer obsolescence misses

  • procurement teams and approvers

    Review part changes with audit history

    More controlled part approvals

Show 1 more scenario
  • component data admins

    Improve parametric search outcomes

    Better search precision

    Admins enter structured attributes across manufacturer and internal part number variants to improve parametric matching quality.

Best for: Fits when teams manage obsolescence-heavy BOMs and need controlled alternates tied to each component.

#9

PartsInPlace

SMB

BOM and component inventory management tool for electronics manufacturers and hardware startups.

6.8/10
Overall
Features6.8/10
Ease of Use6.8/10
Value6.8/10
Standout feature

Engineering change order oriented impact review that ties alternates and lifecycle changes to BOM items.

PartsInPlace serves teams managing an electronic component library with workflows for component inventory and procurement readiness. It focuses on manufacturer part number capture, alternates, and lifecycle visibility so engineers and buyers can track obsolescence and supplier changes in one place.

Pros
  • +Lifecycle status and end-of-life tracking stay attached to each manufacturer part number
  • +Alternate part management supports swaps during engineering change order and sourcing review
  • +BOM import workflows reduce manual reconciliation across component inventory
  • +API access and exports support integration with procurement and engineering tooling
Cons
  • –Data normalization for attributes takes more effort than teams expect from a parts database
  • –Schematic and PCB footprint libraries require deliberate setup to match internal standards
Use scenarios
  • engineering change coordinators

    Check at-risk assemblies during ECO review

    Earlier risk detection

  • buyers and procurement teams

    Validate alternates for discontinued parts

    Reduced procurement churn

Show 1 more scenario
  • systems integration teams

    Integrate library data into existing tools

    Less workflow disruption

    Teams use API and export options to connect component data with CAD and procurement workflows without adopting a single file-first method.

Best for: Fits when mid-size engineering and procurement teams need lifecycle tracking and BOM-risk workflows.

#10

TrustedParts.com

vertical specialist

TrustedParts.com provides electronic component search focused on authorized distributor inventory and manufacturer data.

6.7/10
Overall
Features6.7/10
Ease of Use6.7/10
Value6.7/10
Standout feature

Alternate-part management tied to lifecycle-aware sourcing checks inside the component search workflow.

TrustedParts.com is an electronic component database approach aimed at procurement and engineering teams that need structured manufacturer part number records and cross-references. The site’s core work centers on finding parts with normalized attributes, mapping alternates, and tracking product lifecycle signals like end-of-life status.

Pros
  • +Good manufacturer part number search with attribute filters for narrowing quickly.
  • +Alternate-part handling supports substitution decisions during sourcing.
  • +Lifecycle status cues help flag end-of-life parts during BOM review.
  • +Exportable library records fit routine procurement and engineering lookups.
Cons
  • –API and automation surface is limited versus tools built for system integration.
  • –Attribute normalization consistency varies across complex or supplier-specific entries.
  • –ECAD-centric libraries like footprints and symbols are not the primary emphasis.
  • –Governance controls like RBAC and audit logs are not clearly positioned for enterprise administration.
Use scenarios
  • buyers and sourcing teams

    Find alternates with normalized attributes

    Faster substitute evaluation

  • engineering teams

    Screen parts during design selection

    Lower selection risk

Show 1 more scenario
  • inventory coordinators

    Add parts to inventory views

    More actionable inventory data

    Teams add manufacturer part records to an inventory view and use the resulting data to support availability and substitute checks.

Best for: Fits when teams need fast manufacturer part number lookups with alternates and lifecycle cues.

Conclusion

After evaluating 10 electronic component database software, CIiva stands out as our overall top pick — it scored highest across our combined criteria of features, ease of use, and value, which is why it sits at #1 in the rankings above.

Our Top Pick
CIiva

Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.

Frequently Asked Questions About Electronic Component Database Software

How do Sourcengine and Findchips differ in handling alternates during engineering change workflows?
Sourcengine tracks alternate part management tied to engineering change cycles so substitutions stay linked to approved evolution steps. Findchips also supports alternates, but its workflow emphasis centers on procurement-ready resolution and lifecycle checks that map cleanly into BOM review tasks.
Which tool is best for programmatic parametric part lookup using an API?
Octopart exposes API-driven parametric search that returns structured results mapped to manufacturer part numbers for automation. SiliconExpert also provides API access, but its API-first positioning is geared toward keeping lifecycle, alternates, and attributes synchronized with downstream engineering and procurement tooling.
What breaks if attribute normalization is missing when teams manage internal part numbers?
PartsOps and Z2Data both rely on consistent attribute capture so parametric search behaves predictably across manufacturer part numbers and internal part number variants. Without normalization, teams see inconsistent filtering and incorrect alternate matches, which turns BOM risk analysis into manual reconciliation.
How should a team migrate an existing component inventory into CIiva or PartsInPlace?
CIiva is built around importing component data into a curated internal library and then mapping alternatives to lifecycle signals so records remain usable for engineering and procurement workflows. PartsInPlace supports BOM import workflows and downstream checks, so migration should include BOM mapping and at-risk assembly flag inputs rather than only part records.
When does lifecycle status tracking matter most for obsolescence management workflows?
CIiva becomes most relevant when end-of-life tracking must connect replacement options to internal library records. PartsOps and Z2Data both keep lifecycle status plus substitution mapping inside controlled part records so obsolescence management stays consistent as BOMs evolve.
Where does Findchips fall short compared with Sourcengine for cross-team governance on lifecycle-aware data?
Sourcengine emphasizes lifecycle-aware component data shared across engineering and procurement with alternate substitutions tied to change workflows. Findchips prioritizes procurement automation and normalized search behavior, so teams that need deeper engineering-change traceability may find Sourcengine’s workflow alignment more direct.
What is the tradeoff between a search-first tool and a full library-focused workflow?
SnapMagic Search centers on fast attribute filtering and record linking for sourcing lookups, so it reduces time spent on authoring library structures. PartsInPlace and PartsOps keep workflows inside component inventory and BOM-risk processes, which increases record-control depth but shifts effort toward governance and structured updates.
How do PartsOps and Octopart differ in what teams do after a component match during procurement?
PartsOps keeps lifecycle status and substitution mapping inside the same part record so BOM updates preserve approved alternatives and reduce manual spreadsheet edits. Octopart focuses on returning attribute-driven results with supply context through API and structured views, so procurement teams still need a governed step to lock substitutes into BOMs.
Which tool handles admin controls and access boundaries for shared component data?
SiliconExpert includes admin controls designed to manage data access boundaries and ensure consistent part data usage across teams. PartsOps uses audit-friendly record change history and procurement-facing approval steps, which targets governance through controlled change and substitution approval rather than access boundary management.
When should teams choose TrustedParts.com over a more API-centric system like SiliconExpert?
TrustedParts.com supports day-to-day component screening with normalized attributes, alternates, and lifecycle cues inside the component search workflow. SiliconExpert is better aligned for automation that keeps external inventory and BOM tooling synchronized through API access, where workload depends on integration throughput rather than interactive lookups.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Electronic Component Database Software

The biggest differences come down to data coverage and update discipline, plus how well the system exposes its automation and data model. We focus on data coverage and Update frequency so your searches and builds stay consistent as sources change.

Manufacturer coverage depth

Why it matters

Manufacturer coverage depth determines whether the components you actually use are present with the right fields. If coverage is thin, you’ll spend time backfilling and reconciling gaps instead of comparing candidates.

How to check

Ask for a live search using 10–20 part numbers from your current designs, then check whether results include the fields you need for selection. In the dataset view, look for multiple variants like voltage, package, tolerance, and temperature range rather than only a name.

Update frequency controls track changes

Why it matters

Update frequency controls track changes when manufacturers refresh specs, packaging, and availability details. For component selection work, stale records create mismatched parameters and outdated assumptions.

How to check

During a demo, ask where the system records the last update per manufacturer and whether you can see what changed between imports. If available, export a before/after snapshot for a part and confirm the changed fields are visible.

Parametric filtering without workarounds

Why it matters

Good filtering reduces manual cross-checking when you need “drop-in” candidates under constraints. If parametric filtering is limited or inconsistent, teams end up using spreadsheets to recreate queries.

How to check

Test a constraint workflow: pick 3–5 requirements (like package size and key electrical limits) and run the same search twice after adding or removing one constraint. Confirm results are consistent and that fields used in filters match the values shown in the part record.

Record history and supersession links

Why it matters

Record history and supersession links help teams understand whether a part is replaced and what to do next. Without traceable history, you risk using older specs or missing a recommended transition.

How to check

Pick a sample component and request its replacement or supersession chain, then open the record timeline if it exists. Verify you can identify the current recommended entry and see which fields changed over time.

Automation and API surface for imports

Why it matters

A strong automation and API surface reduces manual data cleanup when your workflows refresh from multiple sources. It also helps your team keep definitions and mappings consistent across environments.

How to check

Ask what automation endpoints or bulk import hooks exist and whether you can run a repeatable import process in a sandbox. Then try creating a small custom workflow: import a CSV, transform fields, and retrieve the updated parts via the documented interface.

Data model extensibility for custom fields

Why it matters

Data model extensibility for custom fields matters when you track internal decision criteria like preferred manufacturers, lifecycle notes, or project-specific tolerances. If the schema is fixed, your team will store critical context outside the system.

How to check

In a demo, ask to add a custom field and decide where it appears in search, filtering, and exports. Confirm whether custom fields can be versioned or included in output files and whether they survive re-imports.

Red flags

  • Search results return incomplete fields compared to the part record
  • Updates show dates but not field-level change visibility
  • Exports/imports work only via manual spreadsheets

Fit by situation

  • If your team relies on cross-manufacturer selection for active projects, prioritize Manufacturer coverage depth before you judge the UI.
  • If your builds must match what suppliers publish week to week, prioritize Update frequency controls track changes.
  • If you refresh component data from internal lists or nightly files, prioritize Automation and API surface for imports.
Commissioned Research

Funding and competing interests

This study was co-funded by several of the vendors assessed in it. No single vendor funded it. Funders could propose the market studied.

They had no role in selecting vendors, setting or weighting criteria, analysing data or drawing conclusions, and they received the same factual-accuracy check as every other vendor assessed.

Market definition, inclusion rules and criteria weights were fixed by an editor before research began and did not change afterwards. Editorial process →

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