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Top 10 Best First Accounting Software of 2026

GITNUXSOFTWARE REVIEW

Finance & Financial Services

Top 10 Best First Accounting Software of 2026

Editorial roundup comparing first accounting software options for small businesses, including Xero, Sage Accounting, and GnuCash, plus key tradeoffs.

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

Search agents gather the source set and the review record, including transcriptions of 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

This comparison targets buyers moving from spreadsheets to double-entry bookkeeping with automation that matches their workflow. The tradeoff centers on how each first accounting package handles invoicing and cash flow data modeling, then connects reporting, reconciliation, and access controls without forcing a build-out.

Xero is the best first accounting software for small businesses that want double-entry books with bank-feed matching that uses bank rules to categorize before decisions, while Sage Accounting is a strong alternative for teams that need month-end reconciliation to run faster with accountant-led journal adjustments.

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

Xero

Bank rule automation applies during bank-feed matching to categorize transactions before reconciliation decisions.

Best for: Fits when a small business needs double-entry bookkeeping with bank-feed automation and accountant-friendly access.

2

Sage Accounting

Editor pick

Bank rules apply categorization logic to new feed transactions, which speeds up reconciliation and reduces manual corrections.

Best for: Fits when a small business needs consistent bank-feed bookkeeping with accountant review during month-end close.

3

GnuCash

Editor pick

Recurring transactions automate repetitive journal patterns without external add-ons or cloud setup.

Best for: Fits when learning double-entry bookkeeping with local control and spreadsheet-based imports matters most.

Comparison Table

1
XeroBest overall
SMB
9.2/10
Overall
2
8.7/10
Overall
3
8.6/10
Overall
4
8.3/10
Overall
5
8.2/10
Overall
6
7.8/10
Overall
7
7.4/10
Overall
8
7.3/10
Overall
9
6.8/10
Overall
10
6.5/10
Overall
#1

Xero

SMB

Cloud accounting software for small businesses, accountants, and growing teams.

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

Bank rule automation applies during bank-feed matching to categorize transactions before reconciliation decisions.

Xero posts journal entries and produces financial statements from invoices, bills, and bank transactions in one double-entry general ledger workflow. Bank-feed reconciliation uses bank rules to automate transaction categorization before review.

The product supports invoice creation, receipt capture, and account management for accounts receivable and accounts payable. Accounting close outputs a reportable audit trail that links changes back to who made them and when.

Pros
  • +Bank rules reduce manual categorization during bank-feed reconciliation
  • +Built-in double-entry general ledger posting stays consistent across workflows
  • +Invoice and bill workflows create ledger entries with fewer data handoffs
  • +Role-based access and change trails support accountant access workflows
Cons
  • –Complex chart of accounts setup can slow early configuration
  • –Automation depends on clean bank-feed mapping and rule coverage
Use scenarios
  • Retailers and distributors

    Connect inventory postings to month-end close

    Connected inventory close records

  • Medical practice administrators

    Standardize bookkeeping for clinic operations

    More consistent practice reporting

Show 2 more scenarios
  • Farm owners and bookkeepers

    Track farm enterprises across periods

    Cleaner period-based farm books

    Configurable accounts and workflows support sales, expenses, bills, and bank activity categorization for each period.

  • School finance administrators

    Manage recurring entries and reconciliations

    Consistent school bookkeeping oversight

    Structured account design supports invoices, reconciliations, and financial statements for school reporting.

Best for: Fits when a small business needs double-entry bookkeeping with bank-feed automation and accountant-friendly access.

#2

Sage Accounting

SMB

Cloud accounting software for small businesses with invoicing, cash flow, and reporting tools.

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

Bank rules apply categorization logic to new feed transactions, which speeds up reconciliation and reduces manual corrections.

Sage Accounting starts with bank integration to reduce manual entry during bank reconciliation, and bank rules help keep transaction categorization consistent. Invoicing and receipt capture flow into reports such as profit and loss and balance sheet views without forcing spreadsheet backfills. Accountant access is handled through role-based collaboration, which supports shared review without requiring the same level of operational access.

A tradeoff is that some advanced reporting details depend on configured tax settings and account mappings before the first close. Sage Accounting works best when a new bookkeeping process can be standardized around bank feeds, recurring transactions, and a consistent chart of accounts setup before month-end.

Pros
  • +Bank rules reduce rework during bank-feed reconciliation
  • +Journal entry posting supports accountant-led adjustments
  • +Recurring transactions cut repetitive invoice and expense capture
  • +Accountant access supports controlled collaboration for reviews
Cons
  • –Tax-period close depends on correct tax settings and mappings
  • –Deep customization can require more setup than entry-level workflows
Use scenarios
  • Owner-operators

    Monthly reconciliation from bank feeds

    Faster close with fewer edits

  • Bookkeeping assistants

    Repeatable invoices and expenses

    Lower data-entry throughput

Show 2 more scenarios
  • Small business accountants

    Journal adjustments with client control

    Cleaner audit trail for adjustments

    Journal entries integrate into the general ledger view for review and posting.

  • Multi-person finance teams

    Role-based accountant collaboration

    Reduced access risk

    Accountant access enables review workflows without exposing full operational permissions.

Best for: Fits when a small business needs consistent bank-feed bookkeeping with accountant review during month-end close.

#3

GnuCash

SMB

Free desktop accounting software using double-entry bookkeeping for personal and small-business finances.

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

Recurring transactions automate repetitive journal patterns without external add-ons or cloud setup.

GnuCash provides a general ledger with journal entries that roll up into standard financial statements like profit and loss and balance sheet views. It includes transaction tools like bank reconciliation support, CSV import and spreadsheet export, and receipt and transaction reference fields for traceability. Recurring transactions help reduce repeated data entry for rents, utilities, and regular invoices.

A tradeoff for beginners is that bank feed-style syncing and payments workflows are not a native core feature, so reconciliation often depends on manual imports and reconciliation steps inside the desktop app. GnuCash works well when a first ledger can start from a CSV export from a spreadsheet or bank statement history and when the learning goal prioritizes ledger concepts over integrated billing.

Pros
  • +Local file ledger keeps records under direct control
  • +Double-entry chart of accounts drives consistent financial statements
  • +Recurring transactions reduce repeat journal entry workload
  • +CSV import and spreadsheet export support spreadsheet-to-ledger migration
Cons
  • –No native payment-processor workflow for invoices and payouts
  • –Bank reconciliation often relies on manual imports instead of live feeds
Use scenarios
  • Freelance bookkeepers

    Track income and expenses with journals

    Cleaner profit and loss reporting

  • Small retail operators

    Reconcile bank statements against ledger

    Fewer unmatched transactions

Show 1 more scenario
  • Owner-led startups

    Migrate from spreadsheets into ledger

    Faster setup than full manual entry

    Historical transactions can be brought in via CSV and then carried forward with budgets and reports.

Best for: Fits when learning double-entry bookkeeping with local control and spreadsheet-based imports matters most.

#4

QuickBooks Online

SMB

Cloud accounting software with bookkeeping, invoicing, payroll, and tax features.

8.3/10
Overall
Features8.3/10
Ease of Use8.3/10
Value8.3/10
Standout feature

Bank rules that auto-assign categories during bank-feed imports reduce reconciliation friction across recurring transactions.

QuickBooks Online sits among first accounting tools by combining invoice-to-ledger workflows with bank-feed reconciliation in one cloud general ledger environment. It supports double-entry bookkeeping with a configurable chart of accounts, automated transaction categorization rules, and standard financial statement generation.

Pros
  • +Bank-feed reconciliation plus bank rules reduces manual transaction categorization work
  • +Invoice creation posts to the general ledger with detailed line-level history
  • +Recurring transactions automate repeat expenses and regular billing patterns
  • +Accountant access supports delegated review with a clear change audit trail
Cons
  • –Adding or changing chart of accounts can require careful clean-up across historical entries
  • –Complex multi-entity reporting needs setup discipline to avoid inconsistent configurations
Use scenarios
  • House flippers and investors

    Separate rehab and sale activity

    Property-level transaction visibility

  • Retail shop owners

    Track store sales and operating costs

    Consolidated store finance view

Show 2 more scenarios
  • Accounting teams and controllers

    Post recurring accrual and depreciation journals

    More consistent recurring adjustments

    Recurring adjustments support accruals, adjusting journals, depreciation postings, and amortization schedules.

  • Small business owners

    Run day-to-day online bookkeeping

    Centralized bookkeeping and reporting

    Income, expenses, invoices, and bank activity feed cash or accrual basis reports in one place.

Best for: Fits when a small business needs bank-feed reconciliation plus invoice-driven bookkeeping without building custom workflows.

#5

Odoo Accounting

SMB

Online accounting software integrated with sales, inventory, purchasing, and other business applications.

8.2/10
Overall
Features8.2/10
Ease of Use8.1/10
Value8.3/10
Standout feature

Rule-driven bank-feed reconciliation that applies categorization logic to statement lines automatically.

Odoo Accounting provides a general-ledger-driven workflow where journal entries are generated from invoices, payments, and bank statements. Bank-feed reconciliation can use bank rules to categorize transactions consistently, which reduces manual transaction categorization work. The reporting area supports standard financial statements and period views that align with typical close routines.

Pros
  • +Accounting posts tie directly to invoices, receipts, and payments
  • +Rule-based bank-feed reconciliation reduces repetitive categorization
  • +Extensible module setup supports custom workflows beyond core bookkeeping
  • +Reports pull from the same ledger postings used for transactions
Cons
  • –Successful adoption requires disciplined configuration of accounts and journals
  • –First setup can feel heavier than single-purpose accounting software
Use scenarios
  • Early-stage finance teams

    Handle invoices and reconciliation in one flow

    Faster month-end review

  • Ops-led small businesses

    Match accounting to inventory movements

    Fewer manual adjustments

Show 1 more scenario
  • Accountants managing multiple clients

    Provide consistent controls via configuration

    More consistent closes

    Standardized journals and rules support repeatable accounting setups across workspaces.

Best for: Fits when accounting must stay synchronized with sales, purchasing, and operations workflows.

#6

Patriot Accounting

SMB

Online accounting software with income, expense, invoicing, and reconciliation features.

7.8/10
Overall
Features7.8/10
Ease of Use7.9/10
Value7.7/10
Standout feature

Bank rules on top of bank-feed reconciliation keep ongoing categorization consistent with minimal rework.

Patriot Accounting targets first-time bookkeeping with a simple setup path and an accounting workflow that focuses on getting transactions into a general ledger quickly. It supports invoicing, receipt capture, and bank-feed reconciliation so categorized transactions populate the books with less manual entry.

Pros
  • +Guided workflows for adding accounts and mapping categories to bank activity
  • +Bank-feed reconciliation with bank rules for consistent transaction categorization
  • +Built-in invoicing and receipt capture reduce spreadsheet handoffs
  • +Sharing controls support accountant access without moving data out of the system
Cons
  • –Core automation stays inside the app and lacks deep developer extensibility
  • –Complex accrual-basis processes can require extra review for timing accuracy
  • –Audit trail detail is present but not as granular as higher-governance systems
  • –CSV import and export help, but large migrations still need careful mapping
Use scenarios
  • Small businesses with payroll needs

    Account alongside payroll routines

    Payroll-aligned accounting records

  • Small-business owners and accountants

    Prepare year-end records and exports

    More orderly year-end documentation

Show 2 more scenarios
  • Office managers

    Post routine income and expenses daily

    More consistent daily records

    A focused workflow supports recording routine transactions and keeping day-to-day records organized.

  • Billing clients for services

    Create invoices and manage receivables

    Clearer billing and payment follow-up

    Invoice and receivables management supports tracking what is owed and follow-up through reporting.

Best for: Fits when a new bookkeeper needs a guided cash-basis workflow with dependable reports and accountant access.

#7

Kashoo

SMB

Cloud accounting software for small businesses with invoicing, expenses, and reporting.

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

Accountant access lets external advisers review records from the same workspace without user credential sharing.

Kashoo is a cloud accounting app for sole proprietors and small teams that want a guided path from transactions to financial statements.

Pros
  • +Quick invoice-to-report workflow for small businesses with light bookkeeping volume
  • +Bank feed plus categorization rules reduce manual transaction coding
  • +Receipt capture supports expense capture before the monthly close
  • +Accountant access supports delegated review without sharing credentials
Cons
  • –Single-entry bookkeeping limits advanced general ledger needs
  • –Workflow automation and extensibility are narrower than systems built for many integrations
Use scenarios
  • Project-based service businesses

    Track income and expenses by work

    Visibility into project activity

  • Small employers and bookkeepers

    Reconcile payroll activity with bookkeeping

    Payroll aligned with ledger

Show 2 more scenarios
  • Service firms

    Create invoices and track payment status

    Consistent receivables tracking

    Client invoicing ties billing activity to accounting records for consistent receivables tracking.

  • Small business owners

    Reconcile bank activity and close months

    Current monthly books

    Monthly close workflows support reconciling bank activity, reviewing adjustments, and closing periods.

Best for: Fits when small businesses need straightforward cloud bookkeeping, fast invoicing, and bank-rule based categorization.

#8

Zoho Books

SMB

Online accounting software for invoicing, expenses, banking, and compliance.

7.3/10
Overall
Features7.3/10
Ease of Use7.3/10
Value7.3/10
Standout feature

Zoho Books links invoicing and customer records to Zoho CRM so the sales and billing histories stay connected without CSV round-trips.

Zoho Books targets small teams that want first-time accounting in a cloud workflow tied to Zoho CRM and other Zoho modules. Core features include invoice creation, receipt capture, transaction categorization, and recurring invoices with audit trail history.

Pros
  • +Tight Zoho CRM sync for customer and invoice lifecycle visibility
  • +Recurring invoices and templates reduce repeat data entry
  • +Bank-feed rules speed up transaction categorization during reconciliation
  • +Granular audit trail shows changes across accounting objects
Cons
  • –Multi-ledger setup and periods can feel heavy for first-time users
  • –Chart of accounts configuration takes planning before scaling categories
  • –Some tax workflows require manual review when rates vary by transaction
  • –Advanced reporting customization depends on export-and-edit workflows
Use scenarios
  • Product-based small businesses

    Reflect inventory in sales and costs

    Inventory-reflective accounting

  • Private school finance teams

    Run school billing and financial control

    General accounting for school control

Show 2 more scenarios
  • Accounting firms

    Review records with controlled access

    Shared review without repeated exports

    Controlled access supports accountant review of transactions, documents, and approvals without exporting data repeatedly.

  • Finance teams running reconciliations

    Repeat reconciliation coding and matching

    Fewer manual reconciliation steps

    Recurring rules and transaction coding support repeatable reconciliation and exception handling.

Best for: Fits when a small business needs first-time cloud bookkeeping with bank-feed categorization and Zoho ecosystem integrations.

#9

Akaunting

SMB

Open-source accounting software for small businesses and freelancers.

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

Journal-centric posting with immediate general ledger impact after edits keeps books consistent without separate reconciliation steps.

Akaunting is a cloud accounting system designed for small businesses that need journal-based bookkeeping with invoice, expense, and reporting built into one workspace. It supports double-entry accounting with a configurable chart of accounts, automated account balances, and standard financial statement views.

Pros
  • +Double-entry workflow with automatic balance updates after journal edits
  • +Recurring invoices and batch expense entry reduce repeated data entry
  • +Configurable chart of accounts supports tailoring for common business structures
  • +Role-based access controls separate client access from posting permissions
Cons
  • –Bank feed reconciliation coverage is limited versus tools focused on banking integrations
  • –Sales tax and tax-period controls require careful setup for each reporting cycle
  • –Invoice and receipt capture workflows can involve extra steps for multi-approval teams
  • –Advanced reporting customization depends on exports and formatting after retrieval
Use scenarios
  • Small and mid-size teams

    Host accounting on internal infrastructure

    Controlled hosting and data

  • Small farms and activity-based operators

    Use general ledgers for farm finances

    General-purpose farm records

Show 2 more scenarios
  • Small-business owners

    Manage daily transactions in a shared ledger

    Centralized routine activity

    A shared ledger workflow supports income, expenses, bills, invoices, and journal entries.

  • Accountants and bookkeepers

    Generate trial balances and reports

    Repeatable statement preparation

    Ledger activity produces trial balances, income statements, balance sheets, and profit and loss outputs.

Best for: Fits when a small business needs standard double-entry books, invoices, and basic governance for shared access.

#10

Manager

SMB

Free desktop accounting software with optional cloud hosting for small businesses.

6.5/10
Overall
Features6.5/10
Ease of Use6.5/10
Value6.5/10
Standout feature

Template-driven chart of accounts setup that accelerates first-time journal entry posting without deep configuration.

Manager performs single-person bookkeeping workflows with a desktop-style app that uses a local data file for faster day-to-day entry.

Pros
  • +Local-file workflow keeps daily entry responsive
  • +Chart of accounts is configurable without heavy accounting jargon
  • +Report outputs cover core financial statements for small records
  • +CSV import speeds up getting started from spreadsheets
Cons
  • –Limited built-in automation compared with more API-driven accounting tools
  • –Multi-user controls like RBAC and audit log are not its strongest area
  • –External integrations rely more on file import than direct connections
  • –Accrual-basis edge cases need careful manual handling
Use scenarios
  • Small finance teams

    Coordinate shared bookkeeping work

    Coordinated accounting work

  • Product businesses with assets

    Track inventory and fixed assets

    Assets and stock in workflow

Show 2 more scenarios
  • Small business owners

    Keep books offline and continue posting

    Offline-ready bookkeeping

    Local data supports daily transaction posting and availability when internet access is limited.

  • External bookkeepers

    Review and close periods using the ledger

    Traceable period close

    Journal postings and audit change review support producing reports from the same ledger used for daily work.

Best for: Fits when one person needs a straightforward bookkeeping setup with local-file speed and basic reporting.

Conclusion

After evaluating 10 first accounting software, Xero 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
Xero

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 First Accounting Software

Which first accounting software best fits invoice-to-ledger workflows without custom automation work?
QuickBooks Online ties invoice creation directly to its cloud general ledger and supports bank-feed reconciliation with configurable chart of accounts. Xero also links invoices, bills, and bank transactions into double-entry journals with bank-rule categorization before review.
How does bank-feed categorization change the reconciliation workflow in Sage Accounting and Patriot Accounting?
Sage Accounting applies bank rules to new feed transactions so categorization happens during import before month-end reconciliation. Patriot Accounting uses bank rules on top of bank-feed reconciliation so recurring categories stay consistent with less manual correction.
When is double-entry bookkeeping a better default than single-entry in this software category?
QuickBooks Online, Xero, and Akaunting all run double-entry postings through a general ledger process, which makes journal balancing inherent to the data model. Kashoo and Manager focus on single-entry and simpler workflows, which reduces setup overhead but limits how strictly the ledger enforces double-entry structure.
Which tool supports accountant access without sharing credentials, and how is it implemented?
Xero provides accountant visibility using an audit trail that tracks changes to who made them and when after close. Kashoo also includes accountant access so external advisers can review records from the same workspace without credential sharing.
What breaks if bank rules are incorrect before reconciliation decisions in Xero and Odoo Accounting?
In Xero, bank-rule automation applies during bank-feed matching, so wrong rules can misclassify transactions before review and carry into reports. In Odoo Accounting, rule-driven bank-feed reconciliation can apply categorization logic automatically to statement lines, so incorrect configuration propagates through journal postings.
How does data migration typically work when moving from spreadsheets into GnuCash and Manager?
GnuCash keeps configuration and import workflows inside the desktop app, which supports file-based ledger learning and spreadsheet-style data movement into its ledger structure. Manager uses local-file templates plus import and reconciliation helpers from CSV-style workflows, which helps convert existing spreadsheets into starter books.
Which platforms offer API or module-based extensibility for connecting accounting data to other business systems?
Odoo Accounting is built for extensibility through its modules and APIs so accounting journals and reports can connect to other Odoo business workflows. Zoho Books connects into the Zoho ecosystem, including linking invoicing and customer records with Zoho CRM without CSV round-trips.
How should teams handle roles, permissions, and posting controls in Akaunting and Sage Accounting?
Akaunting uses role-based access controls to limit who can view and post transactions when admin responsibilities are shared with an accountant or bookkeeper. Sage Accounting supports controlled accountant collaboration during close, which constrains review workflows tied to finalization of reporting periods.
When does a tax-period close workflow matter for first accounting software selection in Sage Accounting versus others?
Sage Accounting includes a tax-period close process used to finalize reporting periods, which fits users who need an explicit end-of-period workflow. QuickBooks Online and Xero focus on monthly close outputs with audit trail visibility, but they do not center a dedicated tax-period close step in the same way.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right First Accounting Software

We look for differences that show up the moment you enter real transactions: whether your workflow fits the system’s bookkeeping approach, whether your reporting closes cleanly, and whether the product lets you move data through its integration and automation surface. The biggest divider is data access and control depth—reflected in API and automation and the way the setup and records behave under change.

Bookkeeping approach matches your workflow

Why it matters

First accounting software often fails when its expected workflow doesn’t match how we collect and record money. A clear bookkeeping approach fit reduces rework when we later add categories, rules, and recurring activity.

How to check

During setup, choose the expected bookkeeping approach and try one day of bookkeeping with a mix of income, bills, and transfers. Ask the demo to show how entries appear in the audit view after you edit or reclassify a past transaction.

Setup experience for accounts and categories

Why it matters

First accounting software should let us reach a working chart quickly, without creating dead-end structure. Setup for accounts and categories matters because it controls downstream reporting and cleanup.

How to check

Start from a sample company and import or create categories and accounts. Then create a new category and verify what changes immediately in transaction screens and reports.

Automation rules for routine transactions

Why it matters

We save time when automation rules handle the repeatable parts of data entry. Automation depth matters because it determines whether we keep cleaning the same fields manually.

How to check

Connect or load a small set of sample bank transactions, then create at least two rules (one for a recurring vendor/client, one for a category pattern). Confirm how the system categorizes new transactions and whether rules are explainable when they misfire.

Reconciliation and period close behavior

Why it matters

First accounting software should let us reconcile without losing control of what changed. Reconciliation and close behavior matters because it affects confidence in month-end and year-end work.

How to check

Do one reconciliation cycle from imported transactions and show how differences are resolved and saved. Then simulate moving to the next period and confirm what can still be edited and how history is preserved.

Reporting output with traceable inputs

Why it matters

We trust reports only when we can trace them back to what we entered. Reporting output controls matter because they show whether the software hides logic we can’t review.

How to check

Open the standard reporting views and drill from a report total to the underlying entries. Change one transaction’s category and verify which report totals update and how quickly the trace updates.

API and data export usable in practice

Why it matters

Even first-time users later need to connect data, move it, or automate follow-ups. API and data movement control depth matters because it reduces lock-in during growth and cleanup.

How to check

Ask the demo to show available API endpoints or automation hooks, and request a simple example: pulling transactions and writing back updated metadata. Also test export of a recent dataset and verify the exported fields match what the UI lets us edit.

Red flags

  • Setup that forces rework after you change categories later
  • Rules that categorize transactions but can’t show why they did it
  • Reporting where drill-down doesn’t lead back to specific entries

Fit by situation

  • If we’re new and want a straightforward workflow with minimal reclass edits, prioritize bookkeeping approach fit.
  • If we expect monthly repeat work with the same payees and patterns, prioritize automation rules depth.
  • If we already plan to automate or move data later, prioritize API and data export usable in practice.
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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