GITNUXSOFTWARE REVIEW
Music And AudioTop 9 Best Graphic Equalizer Software of 2026
Top graphic equalizer software lineup comparing EQMac, FxSound, and SteelSeries Sonar for PC and mobile audio tuning tradeoffs.
How we ranked these tools
Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.
Agents extract product evidence with provenance, then collect written reviews and transcribe video reviews and podcasts.
Framework: Features 40% · Ease 30% · Value 30%
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eqMac is the best graphic equalizer pick for macOS users who want repeatable preset tuning because it shows the live spectrum and frequency-response curve as you listen, whereas SteelSeries Sonar suits PC gamers since its app-focused routing keeps game, chat, and mic paths EQed independently.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
eqMac
Live spectrum and curve feedback lets users tune while hearing the immediate result.
Best for: Fits when macOS users need repeatable graphic equalizer presets with live monitoring.
FxSound
Editor pickReal-time system output processing with a clear on-screen equalizer curve during playback.
Best for: Fits when a single system-wide tuning curve is enough for music and video playback.
SteelSeries Sonar
Editor pickSonar’s app-focused routing and mixer structure keeps microphone, chat, and game paths independently equalized.
Best for: Fits when PC gamers need per-app mixing with quick visual feedback in a single workflow.
Comparison Table
eqMac
SMBA macOS system audio equalizer with graphic, parametric, and per-app controls.
Live spectrum and curve feedback lets users tune while hearing the immediate result.
eqMac is built around a band-based interface that lets users adjust gains across multiple frequency regions and see the effect on the curve. A real-time display helps confirm whether the current EQ curve matches the intended response while audio is running. Presets make it practical to switch between different target sounds for music, calls, or game audio without rebuilding the curve each time. The app also supports configuring a specific output so tuning stays tied to the listening path rather than global system audio.
The main tradeoff is that eqMac is not designed for deep DSP graph control or patch-level routing compared with lower-level macOS audio tools. It works best when a fixed multiband equalizer setup meets the goal, such as reducing muddiness by cutting a cluster of bands or adding presence for speech clarity. eqMac is less suited to use cases that require advanced processing chains, phase control options, or per-application granular routing.
- +Visible frequency-response curve updates while audio plays
- +Multiband controls support quick broad tonal shaping
- +Preset switching reduces repeated manual tuning
- +Output targeting keeps EQ changes scoped to listening path
- –Limited routing and processing-chain depth compared with system tools
- –Not built for fine-grained filter design beyond band-level controls
- –Advanced phase or latency tuning controls are not exposed
- –Requires iterative listening to validate results for each preset
macOS music listeners
Make headphones sound more balanced
Fewer cycles to reach a good mix
Remote call participants
Reduce boominess and improve speech
More intelligible audio
Show 1 more scenario
Gamers using headphones
Dial in footsteps and presence
Quicker tuning before matches
The interface supports fast tonal shifts to bring out audible cues without managing complex routing.
Best for: Fits when macOS users need repeatable graphic equalizer presets with live monitoring.
FxSound
SMBA Windows audio enhancer with a graphic equalizer, presets, and system-wide processing.
Real-time system output processing with a clear on-screen equalizer curve during playback.
FxSound provides a graphic equalizer interface that maps frequency bands to gain, and it shows the current curve so adjustments stay legible during playback. It also includes processing that affects overall loudness and clarity, with gain controls that help prevent clipping when boosting specific regions. The workflow is optimized for single-machine use where system audio output is the common target across apps. In editor comparisons, that focus keeps the experience faster than configuration-first tools.
The main tradeoff is limited routing and advanced processing control compared with patch-based equalizer solutions. FxSound is a better fit for listening sessions where a single system-wide curve is enough, such as tightening dialogue in streaming video. For users who need per-application output routing or complex multi-stage filter chains, alternatives like Equalizer APO paired with a front-end or more configurable mixer tools usually offer more control.
- +System-wide tuning with immediate playback feedback
- +Graphic curve editing is fast to learn
- +Pre and output gain controls help avoid loudness jumps
- +Frequency-response style view makes adjustments trackable
- –Limited routing compared with advanced mixer and patch-based tools
- –Fewer controls for multi-stage filter design
Home listeners
Tighten dialogue for streaming video
More intelligible voice audio
Office workers
Reduce harshness in conferencing audio
Less listener fatigue
Show 1 more scenario
Casual music listeners
Make headphones sound fuller
Preferred tonal balance
Use the graphic band controls to add weight to desired ranges.
Best for: Fits when a single system-wide tuning curve is enough for music and video playback.
SteelSeries Sonar
vertical specialistA Windows audio mixer with per-app routing, presets, and multi-band equalization.
Sonar’s app-focused routing and mixer structure keeps microphone, chat, and game paths independently equalized.
SteelSeries Sonar targets PC audio routing and tuning for gamers who want app-specific mixing instead of system-wide EQ. The software builds per-channel equalizer settings and includes real-time meters so changes reflect immediately on the selected output.
Sonar also ties into SteelSeries audio device controls, which helps keep chat, microphone, and game audio separated in one workflow. Compared with more general graphic equalizer tools, it emphasizes guided configuration tied to Sonar capture and playback paths.
- +App and device routing keeps game, chat, and mic mixes separated
- +Real-time level and spectrum feedback makes EQ changes easier to judge
- +Device-linked controls reduce the number of manual audio handoffs
- +Per-input and per-output tuning supports different listening contexts
- –Equalizer coverage depends on Sonar routing rather than system-wide interception
- –Advanced filter shaping is limited compared with dedicated equalizer suites
- –The workflow is less compatible with non-Sonar audio pipelines
- –Export and automation options for repeatable configs are limited
Podcasters and content creators
Real-time mic EQ for recording
More consistent speech input
Streamers and recording creators
Separate voice and system audio capture
Flexible capture separation
Show 2 more scenarios
Streamers and live creators
Reduce mic distractions during broadcasts
Clearer live microphone
Combines suppression, EQ, and leveling on the live microphone to keep the signal steadier on air.
Remote workers and voice callers
Control background noise in calls
Less distracting background sound
Applies voice-focused suppression and gating to reduce keyboard, fan, and room noise during conversations.
Best for: Fits when PC gamers need per-app mixing with quick visual feedback in a single workflow.
Poweramp Equalizer
vertical specialistAn Android equalizer with graphic and parametric bands, presets, and app-specific profiles.
Preamp gain control integrated into the same tuning workflow as the graphic bands.
Poweramp Equalizer targets PC audio tuning with a multiband graphic equalizer workflow built for real-time listening and quick curve changes. It focuses on frequency-band gain control with a curve-first UI and presets, and it can apply a preamp gain to manage headroom before boosting.
- +Graphic band controls make frequency-response tweaks fast and visual
- +Preset-based workflow supports quick switching between tuning curves
- +Preamp gain helps manage output gain and headroom during boosts
- +Real-time feedback supports iterative listening tests
- –No documented VST or AU integration for app-level routing into other DAWs
- –Precision control like linear-phase processing is not the focus
- –Limited filter design options compared with fully parameterized engines
- –Deep automation and scripting are not exposed through a clear API surface
Listeners with multiple outputs
Switch EQ by playback device
Less manual retuning
Headphone listeners
Dial in headphone frequency balance
More consistent tonal balance
Show 2 more scenarios
Everyday mobile listeners
Improve clarity for vocals and speech
Clearer listening experience
Adjusts mids and treble so speech, vocals, and instruments come through with less fatigue.
Advanced Android audio users
Gain-stage EQ for louder playback
More deliberate gain staging
Combines band edits with preamp changes, metering, and limiting to keep loudness changes controlled.
Best for: Fits when listeners need quick visual band tuning and preset switching for desktop playback chains.
Voxengo Marvel GEQ
vertical specialistA free linear-phase graphic equalizer plug-in for music production and audio processing.
Curve editing plus explicit preamp and output gain targets headroom during interactive tuning.
Marvel GEQ exposes a frequency-response graph where each band gain can be adjusted to form a single equalizer curve. The gain staging controls include preamp and output gain so the operator can reduce or restore overall level while sculpting tonal balance. A VST format deployment means it can be inserted in most DAWs and many host-based routing setups. The interface workflow favors quick edits and curve recall during iterative mixing or live preview.
- +Visible curve editing with immediate audible results in VST hosts
- +Preamp gain and output gain simplify headroom management
- +Supports analyzer-style feedback for tuning against the material
- +Consistent band workflow suited to repeatable tonal targets
- –Band-based control limits precision compared with parametric filters
- –Advanced surgical workflows need more specialized equalizer plugins
- –Extra tuning still depends on the host routing and monitoring setup
Home producers
Match a track to a reference curve
Faster mix tonal alignment
Live engineers
Tame monitor coloration with repeatable EQ
Fewer trial-and-error changes
Show 2 more scenarios
Mix engineers
Create session-wide tonal balance
More consistent overall tonality
Graphic curve workflows keep tonal shaping predictable across vocals and instruments.
Podcast editors
Reduce room tone and harshness
Cleaner voice playback
Band edits combine with analyzer feedback to dial down audible peaks and dips.
Best for: Fits when consistent graphic curve shaping matters more than per-band Q precision.
Kiloheqs EqIn
vertical specialistModular equalizer plugin with multiband processing and snapin compatibility.
Direct curve editing tied to filter behavior, with real-time response feedback during adjustments.
Kiloheqs EqIn focuses on a workflow built around frequency curves plus real-time analysis inside Kilohearts tools. It provides multi-band equalizer control with adjustable filter types that map directly to visible curve edits.
- +Curve-first editing keeps EQ changes visually traceable
- +Filter controls support practical tuning moves for narrow problems
- +Preset switching supports repeatable tuning passes
- +VST automation supports DAW-driven scene changes
- –Workflow depends on compatible host integration for best results
- –Fine filter shaping can require careful Q and bandwidth dialing
- –Limited utility for users who only want simple fixed-band sliders
- –Advanced matching to analyzer targets takes repeated trial adjustments
Production and sound design users
Curve-based EQ with real-time analysis
Repeatable curve decisions
VST workflow users
Automate EQ parameters in sessions
Consistent tuning across time
Show 1 more scenario
Mix engineers
Predictable gain staging through routing
More predictable EQ results
Applies flexible routing and gain staging so the edited curve translates predictably to output sound.
Best for: Fits when curve-based EQ tuning and DAW automation matter more than a standalone mixer workflow.
MeldaProduction MEqualizer
SMBGraphic-style visual equalizer with multiple band controls for detailed tonal shaping.
Frequency-response editing with tightly coupled live visualization and per-band parameter automation
MeldaProduction MEqualizer is a VST equalizer built around a large set of tweakable bands and detailed metering. It supports flexible routing through its plugin interface, with clear controls for preamp gain and output gain plus real-time response visualization.
- +Dense band control with fast redraw of the frequency-response curve
- +Real-time analyzer display helps verify edits during playback
- +Automation-friendly parameters for preamp gain and each band
- +Clear headroom workflow using distinct preamp and output gain controls
- –Interface density makes precise setup slower than simpler equalizers
- –Requires plugin host support for the intended VST workflow
- –Advanced filter choices can clutter when only a few bands are needed
- –Deep controls need extra listening time to avoid over-correction
Mix engineers
Use spectrum monitoring to validate EQ
Validated frequency adjustments
Automation-heavy producers
Automate filter behavior over time
Repeatable evolving EQ
Show 1 more scenario
PC recording engineers
Tune preamp and output gains together
Better gain management
Adjusts preamp gain and output gain with real-time visualization to manage levels while shaping tone.
Best for: Fits when detailed equalizer curves and automation matter more than quick one-click tuning.
Blue Cat's Triple EQ
vertical specialistA free three-band equalizer plug-in with adjustable frequency, gain, and bandwidth controls.
Triple-band EQ pairing with explicit preamp and output gain staging to keep gain structure stable during curve edits.
Blue Cat's Triple EQ provides a three-band equalizer module for shaping audio with independent filters per band. The plugin combines a configurable preamp and output gain path with a frequency-response style interface that makes the curve changes easy to audition.
- +Three-band structure keeps tuning decisions quick and audible
- +Built-in preamp and output gain help manage headroom while EQing
- +VST and AU formats support broad DAW and host placement
- +Per-band parameter controls map directly to audible curve changes
- –Limited band count makes it unsuitable for detailed multiband corrections
- –No native analyzer window removes the feedback loop for quick troubleshooting
- –Host routing and monitoring setup is required to hear changes in context
- –Precision control is constrained versus parametric multiband equalizer designs
Mix and mastering-oriented users
Shape broad stereo tone
Controlled stereo tone
Mix engineers and music producers
Correct one track with minimal EQ chain
More targeted correction
Show 2 more scenarios
Recording engineers
Quick repeatable microphone tracking EQ
Consistent mic tone
Makes fast, repeatable EQ adjustments on microphone channels while monitoring takes or overdubs.
Vocal engineers and producers
Three-band vocal tone correction
Cleaner vocal tone
Uses three independent bands to reduce problem frequencies and shape vocal tone during tracking or mixing.
Best for: Fits when three-band tonal shaping is enough and consistent preamp and output gain staging matters.
Sonible smartEQ
SMBSoftware equalizer tuned from audio analysis to match an intended tonal target.
Generates an EQ curve from measurement results and applies it through a VST plugin workflow.
Sonible smartEQ targets PC audio tuning by turning measured room and device behavior into an equalizer curve that can be applied as a VST plugin workflow. It centers on a measurement-driven process that pairs a real-time analyzer view with filter creation for consistent results across playback sources.
- +Measurement-driven EQ curve creation saves time versus manual filter dialing
- +VST plugin output supports repeatable tuning across sessions
- +Real-time analyzer feedback helps validate changes during setup
- +Curves focus on frequency-response correction rather than dense parameter tweaking
- –Automation reduces direct control over individual band parameters
- –Accurate results depend on consistent measurement placement and playback conditions
- –Limited transparency into internal filter choices compared with hands-on editors
- –Workflow can feel plugin-centric compared with system-wide EQ tools
Mix engineers with room issues
Generate EQ from measurements
Consistent room-aware EQ
Producers managing multiple playback devices
Apply measurement-driven filter curves
Repeatable device tuning
Show 1 more scenario
VST-based production teams
Use EQ output as plugin workflow
Repeatable tuning configuration
Exports an EQ configuration as a VST workflow so sessions get the same measured curve, not only live preview.
Best for: Fits when PC audio tuning needs repeatable results from measurements, with minimal manual filter editing.
Conclusion
After evaluating 9 graphic equalizer software, eqMac 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.
Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.
How to Choose the Right Graphic Equalizer Software
Graphic equalizer software lets users shape an audio frequency-response curve with visible band controls, then apply that curve in a playback chain. This guide covers Equalizer APO, Peace Equalizer, and Voicemeeter alongside tools with stricter graphic-curve workflows like Voxengo Marvel GEQ and eqMac.
The ranking focuses on how each tool handles interactive curve editing, gain staging, and feedback while audio plays. It also weighs when system-wide processing is practical versus when plugin-host workflows dominate day-to-day tuning.
Graphic Equalizer Software for PC and Mac: Curve Shaping with Band Controls and Gain Staging
Graphic equalizer software is an equalizer interface built around fixed frequency bands where users adjust gain per band to form an audible equalizer curve. It typically pairs band-level controls with on-screen curve feedback so users can change tone while hearing immediate results.
Voxengo Marvel GEQ is a curve-first graphic equalizer that adds explicit preamp and output gain targets to keep headroom stable during interactive tuning. eqMac follows a similar live feedback model on macOS by updating a frequency-response curve while audio plays, which supports repeatable preset tuning for broad tonal changes.
Graphic Equalizer Software Features That Change Real Tuning Outcomes
Graphic equalizer software wins or fails based on whether curve edits stay audible while audio is running and whether gain staging stays stable during those edits. Tools with live curve feedback and explicit preamp or output gain targets reduce guesswork when the same EQ curve can either add headroom pressure or correct it.
Gain staging built into the tuning workflow
Voxengo Marvel GEQ shows explicit preamp and output gain targets in the same workflow as curve edits, which helps keep headroom stable during interactive tuning. Blue Cat's Triple EQ also includes built-in preamp and output gain staging to maintain gain structure while curve changes happen.
Live frequency-response and curve feedback while audio plays
eqMac updates a frequency-response curve while audio plays, which supports repeatable preset tuning for broad tonal changes. FxSound uses real-time system output processing with a clear on-screen equalizer curve during playback.
Band control granularity and filter-graph precision
Voxengo Marvel GEQ emphasizes visible curve editing but limits precision compared with parametric filters when surgical fixes require tighter control. Equalizer APO uses text-based configuration and per-device processing in its filter chain, which supports detailed filter graphs on Windows when configuration literacy is available.
Deployment shape for system-wide tuning versus host-based EQ
Equalizer APO targets Windows system-wide audio filtering per playback device, which avoids relying on a DAW or game-specific plugin path. SteelSeries Sonar focuses on app-focused routing and mixer structure so microphone, chat, and game paths get independent equalization.
Preset workflow and quick switching between curves
Poweramp Equalizer uses preset-based workflow for quick switching between tuning curves while keeping tuning changes visual. Voxengo Marvel GEQ favors consistent graphic curve shaping, which works well when repeatable curve layouts matter more than switching every minute.
Measurement-driven curve creation versus manual band dialing
Sonible smartEQ generates an EQ curve from measurement results and applies it through a VST plugin workflow, which reduces manual filter editing effort. Voxengo Marvel GEQ stays centered on direct curve editing with headroom-aware preamp and output gain targets.
Multiband controls versus fixed band limitations
eqMac includes multiband controls for quick broad tonal shaping with live curve feedback. Blue Cat's Triple EQ intentionally stays limited to a three-band structure, which makes it less suitable for detailed multiband corrections.
How to Choose Graphic Equalizer Software for Your PC Audio Path
The core selection decision is whether the workflow should intercept system audio directly or operate inside a plugin host where routing depends on the application using the plugin. The second decision is whether the priority is curve-level tuning with visual feedback or narrow-problem correction that benefits from deeper filter-graph control.
Pick the deployment model that matches the audio path that needs EQ
If the goal is Windows system-wide filtering per playback device, Equalizer APO fits because it runs directly in a Windows filter chain and supports per-device processing. If the goal is app and device separation for a PC gaming setup, SteelSeries Sonar fits because it keeps game, chat, and microphone paths independently equalized through its routing and mixer structure.
Choose a tuning workflow based on how headroom issues show up for the listener
If tuning commonly causes sudden loudness changes during edits, Voxengo Marvel GEQ is built around explicit preamp and output gain targets so headroom stays manageable while adjusting the curve. If the main need is quick curve adjustments with less focus on precision filter design, FxSound pairs fast graphic curve editing with immediate system output feedback during playback.
Select curve fidelity based on the kind of fixes required
If consistent graphic curve shaping is the repeatable workflow, Voxengo Marvel GEQ focuses on visible curve editing with immediate audible results in VST hosts. If narrow problem correction and careful filter behavior are the priority, Kiloheqs EqIn ties curve edits to filter behavior and offers real-time response feedback while adjusting.
Decide between manual band control and measurement-driven curve generation
If repeatable tuning should come from measurements with minimal manual band editing, Sonible smartEQ builds an EQ curve from measurement results and applies it through a VST plugin workflow. If manual visual control is required for specific tonal targets, eqMac and Voxengo Marvel GEQ prioritize direct curve or band shaping with live feedback during playback.
Match platform expectations and workflow depth to the target environment
If macOS users need repeatable preset tuning with live monitoring, eqMac updates the frequency-response curve while audio plays. If desktop listening needs quick switching between tuning curves inside the same app workflow, Poweramp Equalizer centers on graphic band controls with preset-based switching.
Verify control depth against the minimum viable number of bands
If three-band shaping is enough and stable gain staging is the main requirement, Blue Cat's Triple EQ uses a fixed three-band structure with built-in preamp and output gain staging. If broader multiband shaping is needed beyond three bands, eqMac’s multiband controls provide a wider band approach than a fixed three-band layout.
Who Should Buy Graphic Equalizer Software for PC Audio
Graphic equalizer software suits listeners who want visible band-level controls that translate into an equalizer curve they can adjust while audio plays. It also suits users who need gain staging behavior that stays predictable during curve edits.
PC gamers who want EQ separation by app and device
SteelSeries Sonar keeps microphone, chat, and game paths independently equalized through its app-focused routing and mixer structure. Real-time level and spectrum feedback supports quicker EQ decisions during tuning.
Windows listeners who want system-wide device filtering with repeatable configuration
Equalizer APO applies per-device processing directly in the Windows filter chain and supports text-based configuration that can use include files for repeatable setups. The tradeoff is that detailed equalizer curves require manual configuration work.
macOS users who prioritize live curve feedback for repeatable presets
eqMac updates the frequency-response curve while audio plays and supports quick broad tonal shaping with multiband controls. The workflow is designed for macOS monitoring rather than deep system routing.
Listeners who need headroom-stable curve tuning during interactive edits
Voxengo Marvel GEQ includes explicit preamp and output gain targets so tuning can stay stable when curve edits change loudness. That design pairs well with interactive curve shaping inside VST hosts.
Users who want measurement-driven EQ curves with minimal manual dialing
Sonible smartEQ generates an EQ curve from measurement results and applies it through a VST plugin workflow. The tradeoff is less direct control over individual band parameters than manual editors provide.
Common Mistakes When Buying Graphic Equalizer Software
Missteps usually happen when expected EQ behavior depends on routing that the tool does not intercept. They also happen when gain staging needs are underestimated during interactive curve edits.
Buying a tool that cannot match the intended audio routing path
If system-wide behavior on Windows is required, Equalizer APO is built for per-device filtering in the filter chain rather than app-only mixing. If separate game and microphone paths are required, SteelSeries Sonar provides routing for those paths rather than relying on system interception.
Tuning louder curves without integrating preamp and output gain targets
Voxengo Marvel GEQ explicitly targets preamp gain and output gain during curve edits to keep headroom stable. Blue Cat's Triple EQ also includes built-in preamp and output gain staging to reduce surprises from gain changes while EQing.
Assuming all graphic tools support fine surgical correction
Voxengo Marvel GEQ limits precision compared with parametric filters when surgical multiband corrections require tight control beyond band-level adjustments. Blue Cat's Triple EQ is constrained by its three-band structure, which makes detailed multiband corrections impractical.
Choosing measurement-driven EQ while expecting full per-band control
Sonible smartEQ generates an EQ curve from measurement results and then applies it through a VST plugin workflow, which reduces direct control over individual band parameters. Manual tools like eqMac and Voxengo Marvel GEQ support direct curve editing when band-level control is the main goal.
Ignoring feedback loop requirements when troubleshooting
Blue Cat's Triple EQ lacks a native analyzer window, so troubleshooting can require external feedback rather than staying inside the EQ UI. Kiloheqs EqIn and MeldaProduction MEqualizer provide real-time visualization to verify edits during playback, which reduces guesswork.
How We Selected and Ranked These Tools
We evaluated graphic equalizer tools using feature depth at 40%, ease of live curve adjustment and feedback at 30%, and value for the intended workflow at 30%. Voxengo Marvel GEQ separated itself through visible curve editing paired with explicit preamp gain and output gain targets that keep headroom stable during interactive tuning in VST hosts.
Voxengo Marvel GEQ also scored highly for ease because the curve edits stay understandable while audio plays, instead of pushing gain staging into a separate workflow. eqMac and FxSound ranked next for live curve feedback during playback, while Equalizer APO ranked for repeatable Windows per-device processing through text configuration.
Frequently Asked Questions About Graphic Equalizer Software
How does Voxengo Marvel GEQ handle gain staging compared with FxSound?
When does Equalizer APO’s text-based rules approach beat a drag-and-edit curve interface?
Which tool is better for per-app mixing on PC: SteelSeries Sonar or FxSound?
How does Kiloheqs EqIn translate curve edits into filter behavior during tuning?
What breaks if a user expects “real-time” control from Equalizer APO without external tooling?
When should Sonible smartEQ be used instead of manual multiband tuning in Poweramp Equalizer?
How do Blue Cat’s Triple EQ and MeldaProduction MEqualizer differ in how detailed the curve workflow gets?
Which macOS workflow is more appropriate for live curve feedback: eqMac or a VST-only approach?
How does Voicemeeter compare to VST-first equalizers like Voxengo Marvel GEQ for routing and automation?
Tools reviewed
Primary sources checked during evaluation.
Referenced in the comparison table and product reviews above.
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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