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Top 8 Best Tail Spend Management Services of 2026

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Top 8 Best Tail Spend Management Services of 2026

Market research roundup comparing tail spend management services like Kearney, Efficio, and GEP for procurement teams evaluating outsourcing options and fit.

19 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

Agents extract product evidence with provenance, then collect written reviews and 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 rankings. Editorial policy

Tail spend management services help enterprise procurement teams identify and consolidate low-value supplier activity, automate sourcing workflows, and improve supplier performance using spend analytics, category governance, and managed sourcing delivery. This comparison focuses on the mechanism-level differences that matter in procurement operations, including data model fit, integration and API depth, automation throughput, and the operating model for supplier rationalization across buying units.

Kearney is the best pick for procurement teams that need a consulting-led operating model because it turns tail spend segmentation into practical supplier enablement and performance governance across the supplier lifecycle, while Efficio fits teams that want segmentation to flow straight into guided supplier onboarding and intake decisions.

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

Kearney

Operating-model design that links tail spend segmentation to sourcing execution, supplier enablement, and performance governance across the supplier lifecycle.

Best for: Fits when procurement teams need consulting-led tail spend operating models and supplier programs across fragmented spend sources.

2

Efficio

Editor pick

A segment-to-sourcing delivery method that connects tail spend segmentation directly to guided supplier onboarding plans.

Best for: Fits when procurement teams want managed tail spend sourcing outcomes tied to onboarding and governance.

3

GEP

Editor pick

End-to-end tail spend program delivery that converts segmentation findings into supplier enablement and operational buying controls.

Best for: Fits when procurement needs managed tail sourcing execution with tight P2P and supplier enablement governance.

Comparison Table

1
KearneyBest overall
enterprise_vendor
9.1/10
Overall
2
specialist
8.8/10
Overall
3
enterprise_vendor
8.6/10
Overall
4
enterprise_vendor
8.5/10
Overall
5
enterprise_vendor
8.1/10
Overall
6
specialist
7.8/10
Overall
7
specialist
7.4/10
Overall
8
specialist
7.1/10
Overall
#1

Kearney

enterprise_vendor

Management consultancy advising on procurement strategy, sourcing, category management, and supplier performance.

9.1/10
Overall
Features9.1/10
Ease of Use9.2/10
Value9.0/10
Standout feature

Operating-model design that links tail spend segmentation to sourcing execution, supplier enablement, and performance governance across the supplier lifecycle.

Kearney is a market research and consulting firm that supports tail spend management through procurement strategy, sourcing operations design, and supplier rationalization programs. Delivery is centered on workstreams that map fragmented buying into a controllable tail spend segmentation, then define sourcing and governance motions for tail categories.

Kearney also contributes procurement intake and supplier onboarding structures, plus operating models for catalog compliance and guided buying, where those programs are part of the broader procurement transformation. For enterprise teams, the practical value comes from process and organizational control design rather than a packaged tail spend software product.

Pros
  • +Clear tail spend segmentation approach tied to sourcing and governance motions
  • +Supplier rationalization programs supported by pragmatic operating model design
  • +Procurement intake and supplier onboarding workflows defined as part of transformation
  • +Strong consulting depth for supplier enablement and supplier performance management programs
Cons
  • –Limited evidence of native tail spend data ingestion and automation tooling
  • –Implementation depends on client systems and consulting-led change management
  • –Automation and API surface for day-to-day tail spend execution is not a primary offering
  • –Governance outcomes can lag if RBAC and audit log requirements are not specified early
Use scenarios
  • Chief procurement officers

    Tail spend segmentation for sourcing workstreams

    Spend tied to category actions

  • M&A integration management offices

    Governed tail spend integration planning

    Integration plan with governance

Show 2 more scenarios
  • COOs and transformation leaders

    Operating model changes for tail categories

    Transformation roadmap with value measures

    Redesigns processes, operating models, and performance systems that govern tail spend execution.

  • Sustainability program teams

    Decarbonization controls for tail suppliers

    Traceable targets and initiatives

    Builds decarbonization roadmaps with baselines, initiatives, and documented decision trails.

Best for: Fits when procurement teams need consulting-led tail spend operating models and supplier programs across fragmented spend sources.

#2

Efficio

specialist

Procurement consultancy covering tail spend analysis, sourcing, supplier management, and procurement transformation.

8.8/10
Overall
Features8.8/10
Ease of Use8.8/10
Value8.8/10
Standout feature

A segment-to-sourcing delivery method that connects tail spend segmentation directly to guided supplier onboarding plans.

Efficio delivers tail spend management by combining sourcing, supplier rationalization, and category-led execution for spend that sits outside standard purchasing routes. The service emphasis is on building a measurable tail spend taxonomy, then turning segments into guided sourcing and supplier onboarding outcomes.

Efficio also supports procure-to-pay integration needs where non-PO spend and spot-buy spend analytics must feed procurement intake and governance reporting. Delivery is designed around procurement team workflows rather than a self-serve analytics-only tool.

Pros
  • +Tail spend segmentation execution connected to sourcing and supplier rationalization workstreams
  • +Governance reporting that ties unmanaged spend findings to procurement intake decisions
  • +Category-led approach that reduces fragmentation by prioritizing suppliers by segment
  • +Implementation support focused on integrating tail findings into procure-to-pay processes
Cons
  • –Requires active procurement partner participation to keep segmentation and onboarding moving
  • –Limited fit for teams seeking fully automated self-service without managed consulting delivery
  • –Coverage depth can depend on data availability for non-PO spend and spot-buy spend sources
  • –Change management overhead rises when supplier enablement processes are immature
Use scenarios
  • Procurement teams

    Extend tail spend control coverage

    Greater visibility into tail spend

  • Indirect procurement and finance

    Govern indirect buying workflows

    More consistent indirect buying

Show 2 more scenarios
  • Strategic sourcing teams

    Standardize bid evaluation decisions

    Governance-ready sourcing decisions

    Creates scoring structures and documented decision records for RFx responses and awards.

  • Procurement program leads

    Run multi-category tail sourcing programs

    Structured sourcing process

    Manages market research through RFx design, negotiation, and award recommendations across categories.

Best for: Fits when procurement teams want managed tail spend sourcing outcomes tied to onboarding and governance.

#3

GEP

enterprise_vendor

Procurement services firm providing spend analysis, sourcing, supplier management, and managed procurement.

8.6/10
Overall
Features8.6/10
Ease of Use8.6/10
Value8.6/10
Standout feature

End-to-end tail spend program delivery that converts segmentation findings into supplier enablement and operational buying controls.

GEP’s tail spend work is organized around repeatable program cycles that start with tail spend threshold analysis and continue through supplier onboarding and sourcing execution for specific categories. The service aligns procurement intake paths with procure-to-pay constraints so that new suppliers and new buying routes are shaped into controlled flows rather than left as unmanaged spend. Engagement teams typically bring procurement process change experience that connects catalog compliance and buying guidance to day-to-day request and approval behavior.

A key tradeoff is that GEP’s outcomes depend on the client’s ability to provide supplier master data, invoice and P2P data, and category taxonomy definitions that map to sourcing decisions. GEP fits situations where procurement operations can allocate a governance owner for supplier enablement, and where there is enough tail spend concentration to justify supplier rationalization efforts within a defined sourcing plan.

Pros
  • +Program execution ties tail spend segmentation to supplier onboarding and enablement actions
  • +Procure-to-pay alignment reduces rework between sourcing decisions and invoice controls
  • +Governance structure supports repeatable intake handling for new suppliers and categories
  • +Supplier rationalization planning connects category strategy to operational constraints
Cons
  • –Requires strong client-provided data quality and supplier master governance
  • –Automation depth can feel implementation-heavy for teams without P2P process ownership
  • –Guided buying impacts depend on catalog readiness and internal adoption work
Use scenarios
  • Procurement operations teams

    Reduce non-PO leakage in tail categories

    Lower unmanaged spend exposure

  • Category sourcing leaders

    Rationalize supplier fragmentation across regions

    Fewer suppliers with coverage

Show 1 more scenario
  • AP automation owners

    Improve supplier readiness for invoice matching

    Fewer invoice matching failures

    GEP aligns supplier onboarding steps to procure-to-pay intake needs to reduce downstream exceptions.

Best for: Fits when procurement needs managed tail sourcing execution with tight P2P and supplier enablement governance.

#4

Accenture

enterprise_vendor

Global consulting and managed services provider covering procurement transformation, sourcing, and supplier operations.

8.5/10
Overall
Features8.5/10
Ease of Use8.5/10
Value8.5/10
Standout feature

Delivery-led tail spend programs that connect supplier onboarding and guided buying controls to downstream procure-to-pay execution.

Accenture’s tail spend management delivery combines procurement analytics with implementation services across ERP, procurement, and supplier-facing workflows. The provider is commonly used when tail spend initiatives require supplier onboarding process redesign, exception handling, and policy enforcement across procurement intake to invoice processing. Integration depth is a strength when enterprise procurement landscapes include multiple source systems and heterogeneous supplier data quality issues.

Pros
  • +Program delivery connects segmentation work to guided buying controls
  • +Integration and supplier onboarding redesign reduces tail spend leakage
  • +Process governance supports consistent decisions across categories
  • +AP-side workflow alignment improves exception and matching handling
Cons
  • –Implementation-led model can slow time-to-control for small pilots
  • –Success depends on client availability for process and data workshops
  • –Tail spend outcomes may lag without committed supplier participation
  • –Tooling specifics vary by engagement scope and chosen systems
Use scenarios
  • Procurement transformation leaders

    Run tail spend reduction program

    Fewer unmanaged procurement events

  • AP operations managers

    Tighten non-PO invoice controls

    Lower invoice exceptions

Show 2 more scenarios
  • Sourcing category managers

    Rationalize fragmented supplier base

    Less supplier fragmentation

    Supplier rationalization support connects segmenting insights to sourcing and supplier enablement plans.

  • Procurement systems teams

    Integrate tail spend workflows end-to-end

    Consistent procurement execution

    Integration services connect procurement systems with supplier data and guided buying processes.

Best for: Fits when enterprise procurement teams need transformation delivery tied to guided buying and supplier onboarding.

#5

Corcentric

enterprise_vendor

Procurement services provider offering managed sourcing, supplier consolidation, and tail spend programs.

8.1/10
Overall
Features8.1/10
Ease of Use8.0/10
Value8.2/10
Standout feature

Managed supplier enablement that pairs onboarding execution with governance workflows for tail spend control adoption.

Corcentric supports tail spend segmentation work that starts from real transactional patterns and then translates those patterns into supplier-specific actions, including onboarding and purchasing controls. The engagement model includes guided buying practices and supplier enablement processes, which helps procurement apply consistent rules across fragmentation where maverick behavior is common. Administrative governance is built around repeatable workflows for supplier participation and spend intake review, which reduces reliance on ad hoc analyst work.

Pros
  • +Supplier onboarding and enablement work is integrated into governance workflows
  • +Engagement design supports non-PO control placement, not just reporting
  • +Category and supplier actions are driven from transactional intake patterns
  • +Procurement intake routing supports consistent review coverage
Cons
  • –Program success depends on strong internal process ownership
  • –Integration effort can be heavy when invoice and procurement systems need alignment
  • –Tail spend reduction outcomes require supplier adoption over time
  • –Admin overhead increases when governance rules change frequently
Use scenarios
  • Strategic sourcing teams

    Run supplier fragmentation clean-up program

    Consolidation targets get operational follow-through

  • Procurement operations teams

    Put non-PO intake under controls

    Fewer unmanaged buying channels

Show 2 more scenarios
  • AP and finance teams

    Improve invoice-driven visibility

    More accurate spend segmentation

    Procure-to-pay alignment uses intake and invoice-linked patterns to inform governance decisions.

  • Category managers

    Standardize compliance for spot demand

    Higher catalog compliance

    Supplier enablement and purchasing controls shape how spot-buy demand gets routed and approved.

Best for: Fits when enterprise procurement needs managed supplier onboarding and governance for non-PO spend channels.

#6

4C Associates

specialist

Procurement consultancy supporting spend diagnostics, sourcing, supplier rationalization, and procurement operating models.

7.8/10
Overall
Features7.8/10
Ease of Use7.8/10
Value7.8/10
Standout feature

Engagement delivery that links supplier onboarding and enablement activities directly into category sourcing execution.

4C Associates focuses on tail spend management through supplier discovery, segmentation work, and category-targeted sourcing support for procurement organizations.

Pros
  • +Engagement-based supplier discovery that converts unmanaged spend into sourced categories
  • +Procurement intake to supplier onboarding and enablement workflow support
  • +Governance artifacts for supplier rationalization decisions across business units
  • +Supplier performance management workstreams tied to ongoing sourcing cycles
Cons
  • –Tail spend data outcomes depend heavily on client data readiness and participation
  • –Automation depth and API surface are limited compared with software-first tooling
  • –Governance and configuration require procurement process discipline to stay consistent
  • –Coverage breadth is engagement-led, not a self-serve configuration for many teams
Use scenarios
  • Enterprise procurement teams

    Supplier discovery for fragmented tail spend

    Improved supplier visibility

  • Procurement category managers

    Segmentation-led tail category sourcing

    Category-focused execution support

Show 1 more scenario
  • Business unit leaders

    Supplier rationalization governance support

    Rationalization decisions with governance

    Produces governance outputs for rationalization decisions across units and categories facing supplier fragmentation.

Best for: Fits when procurement needs hands-on operating support to segment unmanaged spend and drive sourcing outcomes.

#7

The Smart Cube

specialist

Procurement services provider delivering spend analysis, sourcing support, and category management services.

7.4/10
Overall
Features7.4/10
Ease of Use7.4/10
Value7.4/10
Standout feature

Segmentation-driven execution design that ties tail spend threshold decisions to onboarding and sourcing batch plans.

The Smart Cube is a tail spend management service provider built around a structured spend cube approach for enterprise procurement teams. It focuses on tail spend taxonomy, segmentation into addressable and unmanaged spend, and an execution path that ties insights to sourcing and supplier rationalization work.

Pros
  • +Tail spend segmentation work that maps unmanaged spend into actionable sourcing batches
  • +Clear focus on supplier discovery, onboarding, and enablement to reduce supplier fragmentation
  • +Procure-to-pay integration planning for PO control and invoice matching handoffs
  • +Configurable segmentation rules designed for repeatable governance cycles
Cons
  • –Requires strong stakeholder access to source data and procurement intake inputs
  • –Less direct support for highly customized workflows without ongoing engagement
Use scenarios
  • Enterprise procurement teams

    Tail spend taxonomy and segmentation

    Addressable segments identified

  • Indirect procurement leadership

    Move unmanaged spend into controlled channels

    Fragmented spend converted

Show 1 more scenario
  • Procure-to-pay operations

    Configuration for handoff into workflows

    Consistent workflow handoff

    Makes configuration decisions for segmentation logic and intake coverage before handoff into procure-to-pay controls.

Best for: Fits when enterprise procurement needs guided tail spend segmentation, supplier onboarding, and governance handoff.

#8

INVERTO

specialist

Procurement consultancy delivering spend analysis, sourcing, supplier consolidation, and purchasing transformation.

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

Supplier onboarding and enablement workflows are designed to drive controlled buying behavior through procurement integration, not just analytics outputs.

INVERTO brings tail spend management through supplier and purchasing workflows that connect to procurement execution instead of stopping at spend analytics. It supports supplier onboarding and enablement processes aimed at converting unmanaged and non-catalog activity into controlled procurement channels.

Pros
  • +Workflow-first approach ties supplier onboarding outcomes to buying controls
  • +Integration focus supports procure-to-pay alignment for supplier and catalog changes
  • +Governance over supplier enablement reduces reliance on manual routing
  • +Supplier engagement processes support ongoing reduction of fragmentation
Cons
  • –Configuration requires procurement and supplier operations discipline to stay consistent
  • –Tail spend threshold tuning depends on clean source data from upstream systems
  • –Automation coverage for non-PO channels may require additional workflow mapping
  • –Advanced reporting granularity depends on integration maturity with source systems
Use scenarios
  • Procurement execution teams

    Control unmanaged spend through workflows

    More controlled buying behavior

  • Supplier onboarding owners

    Enable suppliers for catalog and control adoption

    Suppliers enabled for control

Show 2 more scenarios
  • Procurement governance administrators

    Ongoing supplier governance and engagement

    Governed supplier usage

    Applies administration controls focused on supplier usage governance and continued supplier engagement.

  • Procure-to-pay integration teams

    Feed sourcing behavior from supplier changes

    Sourcing responds to supplier changes

    Uses procure-to-pay connectors so supplier data updates flow into sourcing and buying behavior controls.

Best for: Fits when enterprise teams need supplier onboarding and buying controls tied to procure-to-pay workflows.

Conclusion

After evaluating 8 tail spend management, Kearney 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
Kearney

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 Tail Spend Management

How do GEP and Corcentric handle supplier onboarding for non-PO spend once unmanaged categories are identified?
GEP converts tail spend segmentation into supplier enablement and operational buying controls by running supplier-focused sourcing and spend control programs that feed procurement intake. Corcentric pairs enterprise tail spend governance with hands-on supplier onboarding operations so non-PO activity moves onto guided buying paths that procurement can enforce in downstream purchase intake and invoice flows.
Which providers deliver guided buying controls that push users toward compliant catalog and approval paths instead of only reporting tail spend?
Proxima configures approval and compliance steps for the tail-spend cycle so onboarding and supplier enablement can be measured against behavior change. Efficio turns segmented tail spend into guided sourcing and supplier onboarding outcomes, which ties taxonomy work to execution workflows that procurement teams run rather than a reporting-only layer.
When teams need procurement intake workflows to drive supplier enablement, how do 4C Associates and INVERTO connect those actions to procure-to-pay execution?
4C Associates runs procurement intake workflows that convert unmanaged spend visibility into onboarding and enablement activities, with governance artifacts for supplier rationalization across business units. INVERTO links supplier onboarding and enablement workflows to procure-to-pay connectors so supplier data changes flow into sourcing and buying behavior.
What breaks if a tail spend program only builds a spend cube and does not define supplier lifecycle actions and governance motions?
The program stalls at classification because Kearney designs operating-model work that maps fragmented buying into controllable tail spend segmentation and then defines sourcing and governance motions across supplier lifecycle stages. By contrast, The Smart Cube focuses on segmentation logic plus handoff into procure-to-pay workflows, so skipping the supplier enablement sequence undermines execution in both PO and non-PO controls.
How do Accenture and Deloitte-style advisory models differ from delivery-led service providers like GEP for tail spend sourcing execution?
Accenture delivers transformation work that connects category strategy to supplier onboarding, procurement intake, and downstream procure-to-pay execution using enterprise system integration. GEP centers program delivery with procurement operations governance so segmentation findings become supplier enablement and operational buying controls that procurement teams can execute in sourcing cycles.
What integration depth is typically required to operationalize tail spend segmentation into procurement workflows, and how do INVERTO and Proxima approach it?
INVERTO drives integration depth through connectors to procure-to-pay workflows so supplier data updates can change sourcing and buying behavior. Proxima prioritizes automation and integration depth where procure-to-pay data can be operationalized into supplier actions tied to guided governance for fragmented suppliers and non-PO tail activity.
How do supplier enablement tracking and compliance measurement differ between Proxima and Efficio?
Proxima ties onboarding and compliance steps to measurable tail-spend behavior changes by configuring governance controls that can be tracked through the tail cycle. Efficio builds a measurable tail spend taxonomy first, then uses that segmentation to drive guided sourcing and supplier onboarding plans so the tracking is anchored to category segments and execution outcomes.
Which provider best fits teams that want admin control over supplier usage and ongoing supplier engagement as part of tail spend governance?
INVERTO emphasizes governance over supplier usage and ongoing supplier engagement rather than stopping at a spend cube view. The Smart Cube focuses on configuration decisions for segmentation logic, intake coverage, and handoff into procure-to-pay workflows, which supports admin control over operational routing even when supplier engagement governance is handled through the integration layer.
When supplier fragmentation is the primary failure mode, how do 4C Associates and Kearney translate that into sourcing and rationalization actions?
4C Associates targets supplier discovery plus guided segmentation and runs category-targeted sourcing, with procurement governance artifacts that address supplier fragmentation reduction across business units. Kearney centers process and organizational control design by linking segmentation to supplier rationalization programs and performance governance across the supplier lifecycle.
How should teams structure a data migration from existing procurement and invoice systems into a tail spend management workflow, and how do The Smart Cube and Accenture handle handoff?
The Smart Cube designs configuration decisions for segmentation logic, intake coverage, and handoff into procure-to-pay workflows for PO and non-PO controls, which makes the data model and intake scope part of the delivery. Accenture treats the engagement as process work connected to major enterprise systems, so data integration and operating-model change support end-to-end execution from procurement intake through guided purchasing controls.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Tail Spend Management

We see the biggest separation in tail spend management comes from data coverage and control depth: whether the tool can identify tail spend categories correctly and enforce consistent buying paths for the long tail. In practice, the difference usually shows up in Data source coverage and Policy automation.

Discovery scope for tail spend

Why it matters

Discovery scope for tail spend determines whether the tool finds the long-tail dollars you actually want to control, not just obvious spend. If scope is narrow, follow-on workflows won’t cover the same suppliers and transactions you see in reports.

How to check

Ask for a demo using one of your historical supplier groups and show which transactions get classified as tail spend. Then filter to a couple of known small suppliers and confirm whether they appear in the same places across views.

Data source coverage

Why it matters

Data source coverage affects whether tail spend management decisions are grounded in the full purchase lifecycle. Missing sources often push the tool toward incomplete tail visibility.

How to check

In the demo, request a before/after view showing how many transactions populate tail insights after each added source type. Verify you can point to a specific record type for each tail insight row.

Supplier name normalization

Why it matters

Supplier name normalization matters because tail spend is fragmented across variants of the same supplier. If normalization is weak, “maverick” patterns look worse than they are, and actions won’t consolidate correctly.

How to check

Run a sample export with known name variants for the same supplier. Check whether the tool merges them consistently in supplier-level tail dashboards and in any recommended actions.

Category rules and thresholds

Why it matters

Category rules and thresholds shape what gets treated as tail spend and what doesn’t. When these are configurable and transparent, teams can align the long-tail boundary with real buying behavior.

How to check

Ask to change a tail spend threshold or category mapping and immediately compare the impact on identified tail segments. Confirm the tool shows what rule triggered each segment and whether overrides apply per category.

Policy automation controls

Why it matters

Policy automation controls decide whether tail spend management results in consistent next steps instead of just reports. Strong controls can route work into an approved buying path with fewer manual interventions.

How to check

During the demo, create one policy that targets a tail segment and specify an action outcome (for example, route for review or require a specific workflow path). Then process a few sample transactions and verify the policy fires and logs the outcome.

Audit log for actions and changes

Why it matters

Audit log for actions and changes is what lets finance and procurement trust tail spend outcomes over time. Without it, you can’t explain why a supplier was treated as tail spend or why an action triggered.

How to check

Ask to view the timeline for one supplier: which rules matched, what automation actions occurred, and which admin changes affected results. Download the event history for a sample policy update and confirm it includes actor and timestamp.

Red flags

  • Tail spend coverage looks limited to a small subset of suppliers you expected to be included.
  • Rules trigger results without showing which rule matched or when changes were made.
  • Policy actions run, but there’s no event history tying outcomes back to decisions.

Fit by situation

  • If we need to cover a fragmented set of small suppliers across many categories, prioritize Discovery scope for tail spend.
  • If our decisions depend on multiple record sources beyond one ledger, prioritize Data source coverage.
  • If we must prove why tail spend actions happened to auditors or internal governance, prioritize Audit log for actions and changes.
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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