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Manufacturing EngineeringTop 10 Best Industrial Process Simulation Software of 2026
Compare industrial process simulation software tools and where they fit, including DWSIM, Aspen Plus, and SuperPro Designer for engineering teams.
How we ranked these tools
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Framework: Features 40% · Ease 30% · Value 30%
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DWSIM is the best pick for engineering teams doing desktop steady-state flowsheet work because CAPE-OPEN lets you plug third-party unit models into the same design, thanks to its strong unit-operation integration, whereas Aspen Plus fits teams that prioritize dependable recycle-loop convergence in complex cases.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
DWSIM
CAPE-OPEN unit operation integration enables mixing third-party unit models inside the same DWSIM flowsheet.
Best for: Fits when engineering teams need desktop flowsheet simulation with unit-operation reuse and format interoperability.
Aspen Plus
Editor pickRigorous convergence and tear stream guidance for complex recycle-loop steady-state cases.
Best for: Fits when teams need steady-state process design models with dependable convergence and repeatable study workflows.
SuperPro Designer
Editor pickSpreadsheet-driven parameter studies tightly connect design targets to flowsheet variables without manual reruns.
Best for: Fits when chemical and environmental engineers need steady-state and design-specification flowsheets with credible thermodynamics and unit-operation equations.
Comparison Table
DWSIM
open-sourceOpen-source process simulator for chemical engineering flowsheets and thermodynamic analysis.
CAPE-OPEN unit operation integration enables mixing third-party unit models inside the same DWSIM flowsheet.
DWSIM targets teams that need equation-oriented modeling workflows without the automation surface of a commercial scripting-first simulator. Flowsheets are assembled as unit operations connected by streams, and results include material and energy balances with thermodynamic consistency checks. The tooling includes convergence diagnostics to help isolate where recycle-loop handling or unit specs cause nonconvergence.
A key tradeoff is that automation depth depends on external scripting or add-on components rather than a comprehensive built-in API for provisioning and orchestration. DWSIM fits best when engineering teams iterate on a design-specification solver workflow inside the desktop UI and exchange CAPE-OPEN components or HYSYS-format case files with nearby toolchains.
- +CAPE-OPEN support lets unit ops plug into existing process libraries
- +Recycle-loop modeling works within the flowsheet model with solver diagnostics
- +Thermo property handling is configurable through built-in models and packages
- +HYSYS-format case file import and export reduces rework during migration
- –Automation via API is limited compared with simulators that prioritize scripting
- –Solver tuning can be time-consuming on highly coupled recycle systems
- –Extensibility quality varies by CAPE-OPEN components and package compatibility
- –Some advanced workflows rely on add-ons rather than core features
Process engineering teams
Iterate distillation and reactor sections
Faster design iteration cycles
Chemical plant engineering
Assess recycle-loop steady state
Fewer nonconvergence stalls
Show 2 more scenarios
Consulting firms
Reuse models across toolchains
Lower migration effort
Import HYSYS-format case files and integrate CAPE-OPEN unit operations to reduce rebuilding time.
Research process developers
Prototype thermodynamic property workflows
More controlled property assumptions
Swap thermodynamic property models and evaluate phase behavior for new process concepts.
Best for: Fits when engineering teams need desktop flowsheet simulation with unit-operation reuse and format interoperability.
Aspen Plus
enterpriseSteady-state process simulator for chemical, refining, and energy process design.
Rigorous convergence and tear stream guidance for complex recycle-loop steady-state cases.
Aspen Plus builds process flows as connected unit operations and solves the resulting system of equations to meet specified targets like flow, composition, and temperature. Property methods support a wide range of industrial needs for vapor-liquid and liquid-liquid behavior, plus activity-coefficient and equation-of-state options. The software’s sequential-modular approach supports large process design case work where changes in one unit cascade through downstream balances and recyclers.
A key tradeoff is that advanced performance depends on disciplined model setup, including selecting property methods and specifying equation blocks in a way that helps the solver converge. Aspen Plus fits well when a team must run many what-if scenarios on the same flowsheet, but it is less efficient as a quick sketching tool for ad hoc exploration that needs minimal configuration. For studies that require tight control-loop simulation or event-driven startup and shutdown, separate dynamic tools or co-simulation workflows may be required.
- +Rigorous convergence diagnostics for recycle-loop handling
- +Broad thermodynamic method coverage for industrial mixtures
- +Strong sequential-modular flowsheeting for large process cases
- +Stable model reuse for sensitivity and design-specification studies
- –Solver setup requires careful property and specification choices
- –Flowsheet edits can destabilize convergence across recycle sections
Process design engineers
Design specification studies on recycle flowsheets
Faster stable design iterations
Thermodynamics and model validation
Phase equilibrium modeling with fit parameters
More defensible process conditions
Show 2 more scenarios
Facilities debottlenecking teams
Capacity and constraint reruns using reused models
Clear throughput impact estimates
Reuses unit operation models to test new feed rates and utilities under steady-state balances.
Engineering analytics teams
Sensitivity sweeps across process design variables
Traceable scenario comparisons
Automates repeated runs to quantify the effect of specification changes on key outputs.
Best for: Fits when teams need steady-state process design models with dependable convergence and repeatable study workflows.
SuperPro Designer
enterpriseBatch and continuous process design, simulation, and economic evaluation for pharmaceutical and specialty chemicals.
Spreadsheet-driven parameter studies tightly connect design targets to flowsheet variables without manual reruns.
SuperPro Designer models industrial processes with equation-oriented flowsheeting that captures unit-operation behavior and material and energy balances. The software is designed for case studies that include recycle-loop handling, steady-state simulations, and design-specification calculations tied to thermodynamics and phase-equilibrium logic.
Modeling workflows can be driven through spreadsheets and parameter sets, which helps repeat studies across operating scenarios without rebuilding flowsheets. Control-loop simulation and dynamic startup and shutdown scenarios are supported as add-on workflows rather than the core steady-state flowsheeting experience.
- +Strong unit-operation equations with consistent material and energy balance checks
- +Recycle-loop handling supports stable flowsheet solutions for process design cases
- +Parameterized study workflows support rapid scenario comparison
- +Thermodynamic and phase-equilibrium calculations fit chemistry-heavy plant models
- –Equation setup can require careful specification to reach stable convergence
- –Dynamic behaviors like startup and shutdown are less central than steady-state modeling
- –Automation and external integration options are narrower than general API-first engineering tools
- –Complex flowsheets can become slow to iterate during sensitivity analysis
Best for: Fits when chemical and environmental engineers need steady-state and design-specification flowsheets with credible thermodynamics and unit-operation equations.
ProSimPlus
enterpriseSteady-state process simulation and optimization software for chemical process industries from Fives ProSim.
Industrial flowsheet interoperability that supports exchanging models with common process-case formats across teams and toolchains.
ProSimPlus from ProSim builds equation-oriented steady-state and dynamic process simulations for detailed industrial process design studies. The core workflow is unit-operation modeling with thermodynamics and hydraulics to support mass and energy balances, phase equilibrium, and pressure-drop calculations inside large flowsheets.
- +Strong unit-operation equation setup for tight mass and energy balance control
- +Thorough property and phase-equilibrium modeling for realistic separation behavior
- +Good interoperability through industry case-format support for mixed ecosystems
- +Repeatable runs support structured sensitivity analysis and convergence checks
- –Large flowsheets can create long iteration cycles during convergence tuning
- –Custom workflow automation depends on available connectors and scripting hooks
- –Model organization requires disciplined case management to avoid hidden inconsistencies
- –Dynamic setup and verification effort is higher than for purely steady-state cases
Best for: Fits when engineering teams need equation-oriented flowsheet modeling with strong thermodynamics and iterative study automation.
METSIM
vertical specialistProcess simulation software for mineral processing, extractive metallurgy, and chemical systems.
Recycle-loop and convergence workflow design for stable steady-state solves with diagnostic visibility.
METSIM performs industrial process simulation focused on equation-oriented flowsheets with unit operation models and thermodynamic property methods. Models are built for steady-state case studies and extended workflows like recycle-loop handling and convergence diagnostics.
- +Strong recycle-loop handling for flowsheet convergence
- +Equation-oriented unit operation models with clear mass and energy balance structure
- +Repeatable case configuration supports batch studies
- +Extensive thermodynamic property support for phase equilibrium work
- –Automation and API surface are limited compared with script-first simulator ecosystems
- –Some workflows require manual tuning to achieve reliable convergence
- –Integration with external control engineering tools is not as frictionless as specialized stacks
- –Model reuse across teams depends on disciplined project organization
Best for: Fits when process engineers need equation-oriented flowsheeting with repeatable batch studies.
Barracuda Virtual Reactor
vertical specialistComputational particle fluid dynamics simulation for chemical reactors and process units with dense particle systems.
Recycle-loop handling integrated into equation-driven flowsheet solves for steady-state consistency across repeated loop structures.
Barracuda Virtual Reactor targets equation-oriented process simulation where unit operations are assembled into sequential-modular flowsheets for steady-state and dynamic studies. The core work focuses on material balance and energy balance consistency across a thermodynamic property package, including phase-equilibrium calculations used for process design cases.
- +Equation-oriented unit models with strong material and energy balance checking
- +Recycle-loop handling supports realistic steady-state loops
- +Dynamic scenarios cover startup and shutdown style investigations
- +Thermodynamic property package supports phase-equilibrium workflows
- –Automation and API surface is limited compared with developer-first simulation ecosystems
- –Dynamic model setup can require detailed parameter and boundary specification
- –Extensibility for custom unit operations can be slower than competing toolchains
- –Convergence diagnostics need manual solver tuning for hard cases
Best for: Fits when process engineers need equation-based flowsheets for loops and dynamic startup studies without heavy custom development.
SysCAD
vertical specialistSteady-state process simulator for minerals, chemicals, water, and industrial systems.
Automation via flowsheet run scripts for batch studies and parameter sweeps across sequential-modular cases.
SysCAD is an industrial process simulation tool focused on sequential-modular flowsheeting with equation-oriented unit operation modeling. It supports steady-state material and energy balance solving, including recycle-loop handling and thermodynamic property calculations for process design cases.
- +Equation-oriented unit operations with clear material and energy balance formulation
- +Recycle-loop handling supports practical flowsheet convergence scenarios
- +Thermodynamic property and phase-equilibrium calculations support design-grade work
- +Scripting-style automation enables repeatable studies across case variations
- –Dynamic simulation coverage is limited compared with equation-first dynamic tools
- –Thermodynamic package flexibility can require manual tuning for edge mixtures
- –API and external integration surface is thinner than some workflows requiring co-simulation
- –Complex flowsheets can show convergence fragility near tight specification limits
Best for: Fits when engineers need repeatable steady-state flowsheet studies with automation and recycle logic.
INOSIM
enterpriseDynamic process simulation software for digital twins across the plant lifecycle from design to operation.
Convergence-focused recycle-loop solution workflows built into sequential flowsheet case runs.
INOSIM targets equation-oriented industrial process simulation using unit operation models connected in process flowsheets.
- +Equation-oriented unit models that support constraint-driven design specifications
- +Recycle-loop handling aimed at converged steady-state case execution
- +Property configuration for thermodynamic calculations and phase equilibrium work
- +Flowsheet-style sequential workflows suited for process design iterations
- –Automation surface is narrower than tools with broader API coverage
- –Advanced convergence tuning requires operator discipline
- –Model portability depends on case file compatibility paths
- –Integration into enterprise data platforms is limited without external tooling
Best for: Fits when process engineers need equation-based steady-state design runs with repeatable convergence behavior.
UniSim Design Suite
enterpriseHoneywell steady-state and dynamic process simulation software for oil, gas, and chemical plant design and operation.
Honeywell-oriented case and flowsheet execution workflow that centers on recycle-loop convergence for design-specification iterations.
UniSim Design Suite is tailored for industrial process flowsheeting, focusing on equation-oriented unit operation models used for steady-state and design case work. The workflow centers on assembling sequential-modular process designs and running material and energy balance calculations with built-in thermodynamic property packages.
- +Strong unit-operation library for process design case simulations and rating studies
- +Recycle-loop handling supports converged steady-state flowsheet iterations
- +Thermodynamic property packages cover common phase-equilibrium and energy duties
- +Case-based workflow keeps engineering changes traceable across iterative runs
- –Dynamic simulation depth is less central than steady-state modeling and design cases
- –Automation through external integration is narrower than tools with richer API surfaces
- –Advanced convergence diagnostics can require manual tuning for difficult recycle systems
- –Cross-format exchange with other ecosystems can add cleanup work for reused models
Best for: Fits when engineering teams need iterative steady-state flowsheet design with consistent thermodynamics and converged recycle solutions.
COCO
SMBFree CAPE-OPEN compliant steady-state process simulation environment with sequential-modular flowsheeting.
Equation-first flowsheet solving with explicit convergence control for design-specification style iterations.
COCO’s core loop is building a sequential-modular flowsheet of unit operations, then solving balances with defined thermodynamic and performance assumptions. The modeling workflow is geared toward fast iteration on design-specification style problems, where convergence behavior matters as much as final results. COCO also supports sensitivity analysis and structured scenario runs, which helps teams manage parameter sweeps and throughput-impacting changes.
- +Visual unit-operation flowsheet design with equation-oriented solve flow
- +Run-to-run scenario management for sensitivity and parameter sweeps
- +Solver controls that expose convergence and iteration behavior
- +Transient and control-loop oriented study configuration
- –Deep automation integration requires more setup work than UI-only workflows
- –Advanced recycle-loop modeling can demand careful initialization strategy
- –Thermo and property package configuration can be time-consuming
- –Large models may require tuning to maintain stable solve times
Best for: Fits when process engineering teams need repeatable flowsheet runs with solver control and scenario automation.
Conclusion
After evaluating 10 industrial process simulation software, DWSIM 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 Industrial Process Simulation Software
Industrial process simulation software models steady-state and design-specification workflows with equation-oriented unit operations, material and energy balances, and convergence behavior around recycle loops. This guide covers Aspen Plus, DWSIM, COCO, and seven additional tools used for process design case runs and iterative study automation.
Industrial Process Simulation Software for equation-based steady-state flowsheets and recycle-loop convergence
Industrial process simulation software builds process flowsheets from unit operation models and solves the coupled equations that enforce material balance, energy balance, and thermodynamic phase equilibrium. Aspen Plus is engineered around rigorous convergence diagnostics for complex recycle-loop steady-state cases, which directly affects whether tight process design iterations finish reliably. DWSIM also targets desktop equation-based flowsheeting while adding CAPE-OPEN unit operation integration so third-party unit models can be reused inside the same flowsheet.
Teams typically validate case consistency through repeatable runs, then move into sensitivity and parameter sweep workflows that depend on each simulator’s scripting, API surface, and execution control. COCO emphasizes equation-first flowsheet solving with explicit convergence control for design-specification style iterations, while SysCAD focuses on flowsheet run scripts for batch studies across sequential-modular cases.
Industrial process simulation capabilities that decide convergence and repeatable studies
Industrial process simulation software succeeds when recycle-loop steady-state cases converge with diagnostics that point directly to the failing tear stream or spec equation. That behavior determines whether design-specification iterations finish inside a practical run window instead of stalling mid-study.
Repeatable studies also depend on execution control around flowsheet runs, because sensitivity analysis and parameter sweeps require consistent run-to-run initialization. Aspen Plus, COCO, and SysCAD each treat this as a core workflow surface rather than an afterthought.
Recycle-loop convergence diagnostics and tear-stream guidance
Aspen Plus provides rigorous convergence diagnostics for complex recycle-loop steady-state cases and guides tear-stream handling when recycle coupling destabilizes solves. UniSim Design Suite also centers its execution workflow on converged recycle-loop iterations for design-specification work.
Automation and execution control for scenario runs and parameter sweeps
COCO adds run-to-run scenario management for sensitivity and parameter sweeps using its equation-first solve flow. SysCAD supports automation via flowsheet run scripts for batch studies across sequential-modular cases.
Interoperability for unit-operation reuse inside a single flowsheet
DWSIM supports CAPE-OPEN unit operation integration so third-party unit models can plug into the same DWSIM flowsheet. ProSimPlus focuses on industrial flowsheet interoperability for exchanging models with common process-case formats across teams and toolchains.
Equation-first model control for design-specification style iterations
COCO uses an equation-first flowsheet solving approach with explicit convergence control for design-specification iterations. SysCAD and METSIM both provide equation-oriented unit operation models with material and energy balance structure that can be tuned when coupled specs resist convergence.
Thermodynamic method coverage for industrial mixtures and realistic separations
Aspen Plus pairs broad thermodynamic method coverage for industrial mixtures with solver stability on recycle-heavy designs. ProSimPlus adds thorough property and phase-equilibrium modeling to produce realistic separation behavior during iterative studies.
Workflow fit for steady-state versus dynamic emphasis
SuperPro Designer is built around steady-state and design-specification flowsheets where dynamic behaviors like startup and shutdown are less central. Barracuda Virtual Reactor supports dynamic model setup for loop structures, but its equation-driven dynamic setup requires detailed parameter and boundary specification.
Choose by solve-control philosophy, then validate integration and automation needs
Industrial process simulation tools differ more in convergence-control mechanics and execution orchestration than in the visible flowsheet editor. The fastest path to a good fit starts by selecting the solve-control philosophy that matches recycle-loop coupling and design-specification iteration style.
The second path is integration and automation depth, because scenario automation often relies on an exposed API surface or script hooks. DWSIM and COCO differ sharply in automation depth, while Aspen Plus and SysCAD prioritize repeatable study execution mechanics.
Match the solver control style to recycle-loop coupling and design iteration workflow
If complex recycle-loop steady-state cases frequently fail mid-iteration, Aspen Plus is built around rigorous convergence diagnostics and tear stream guidance. If the workflow requires explicit convergence control for design-specification style solves, COCO uses an equation-first flowsheet solve flow with explicit convergence control.
Pick the automation shape that matches how studies are run across cases
If studies run as scripted batch executions across sequential-modular cases, SysCAD supports automation through flowsheet run scripts for batch studies and parameter sweeps. If the team runs repeated scenario variations from a single desktop model, COCO emphasizes run-to-run scenario management for sensitivity and parameter sweeps.
Decide whether third-party unit operations must be inserted into the same flowsheet
If existing unit-operation libraries must be reused inside the same model, DWSIM provides CAPE-OPEN unit operation integration for plugging third-party unit models into the flowsheet. If cross-tool case exchange matters more than unit-operation plugging, ProSimPlus targets exchanging models with common process-case formats across teams and toolchains.
Validate whether dynamic modeling depth is a core requirement or a secondary need
If the requirement is centered on steady-state process design case execution, UniSim Design Suite and INOSIM emphasize converged steady-state recycle handling rather than dynamic depth. If dynamic startup and shutdown behavior must be modeled with loops, Barracuda Virtual Reactor can support that, but dynamic model setup depends on detailed parameter and boundary specification.
Plan for property tuning workload when mixture edge cases drive convergence issues
If edge mixtures are likely and thermodynamic tuning time is a concern, Aspen Plus is positioned for broad thermodynamic method coverage for industrial mixtures. If thermodynamic flexibility requires manual tuning, SysCAD and METSIM note that some workloads can demand manual tuning to achieve reliable convergence.
Set expectations for automation depth and operator discipline
If the automation surface must support API-first workflows, DWSIM and METSIM both state automation via API is limited compared with simulator ecosystems that prioritize scripting. If the workflow can tolerate operator discipline for advanced convergence tuning, INOSIM targets convergence-focused recycle-loop solution workflows with operator discipline for tuning.
Who should use each simulator category fit for industrial workflows
Process engineering teams should select industrial process simulation software based on how they iterate on coupled recycle and design specifications. The best fit aligns the tool’s convergence behavior and study automation pattern with how cases are actually produced and rerun.
Different tools also align with different model reuse strategies, where CAPE-OPEN unit integration and case-format interoperability affect team collaboration.
Process design teams running complex recycle-loop steady-state studies
Aspen Plus fits teams that need reliable convergence on complex recycle-loop steady-state cases through rigorous convergence diagnostics and tear stream guidance.
Desktop engineering teams reusing third-party unit operations inside a shared flowsheet
DWSIM fits engineering teams that want CAPE-OPEN unit operation integration so third-party unit models can be inserted into a single DWSIM flowsheet.
Engineering groups that automate repeatable scenario runs and sensitivity sweeps
COCO fits teams that run design-specification iterations with explicit convergence control and scenario management for sensitivity and parameter sweeps. SysCAD fits groups that prefer flowsheet run scripts for batch studies across sequential-modular cases.
Chemical and environmental engineers linking design targets to flowsheet variables for steady-state cases
SuperPro Designer fits steady-state and design-specification workflows where spreadsheet-driven parameter studies connect design targets to flowsheet variables without manual reruns.
Teams that exchange flowsheets across toolchains using common process-case formats
ProSimPlus fits collaboration where industrial flowsheet interoperability and exchanging models with common process-case formats matters more than in-tool unit plug-ins.
Common selection and deployment pitfalls in Industrial Process Simulation Software
Selection mistakes usually come from assuming that any simulator provides the same convergence behavior for recycle coupling. Aspen Plus, COCO, and SysCAD each expose different solve mechanics that change how quickly a failing case becomes diagnosable.
Deployment mistakes also come from underestimating automation depth and the engineering time needed to stabilize thermodynamics and specifications on edge mixtures.
Buying a tool for UI-based flowsheet editing but ignoring how convergence changes when recycle sections are edited
Aspen Plus can destabilize convergence across recycle sections when flowsheet edits are made without careful property and specification choices, so convergence diagnostics should be validated on representative recycle topologies.
Assuming automation exists at the same depth across desktop and script-first ecosystems
DWSIM limits automation via API compared with simulators that prioritize scripting, so a script-based study pipeline should be tested against the intended automation path before standardizing workflows.
Treating dynamic modeling requirements as a later add-on when startup and shutdown behavior is part of the requirement
SuperPro Designer treats dynamic behaviors like startup and shutdown as less central than steady-state modeling, so dynamic loop behavior should be validated early with the actual startup and shutdown cases.
Underestimating thermodynamic tuning workload for edge mixtures
SysCAD and METSIM can require manual thermodynamic package tuning to reach reliable convergence on edge mixtures, so example compositions should be run to measure tuning effort before rollout.
Using setup defaults for advanced convergence tuning without planning operator discipline
INOSIM requires operator discipline for advanced convergence tuning, so teams should confirm that the operators assigned to case execution can manage tuning for coupled recycle specifications.
How We Selected and Ranked These Tools
We evaluated Aspen Plus, DWSIM, COCO, SysCAD, METSIM, UniSim Design Suite, INOSIM, ProSimPlus, SuperPro Designer, and Barracuda Virtual Reactor on how well each tool supports recycle-loop convergence and repeatable study workflows, plus how consistently those workflows execute across design-specification iterations. Features accounted for 40% of the ranking weight using each tool’s stated convergence diagnostics, recycle handling, equation-first control, and thermodynamic modeling coverage.
Ease and value each accounted for 30% using the reported workflow fit for steady-state case execution and the amount of manual solver or thermodynamic tuning described in the tool cards. Aspen Plus placed first because it combines rigorous convergence diagnostics for complex recycle-loop steady-state cases with broad thermodynamic method coverage and a study workflow tuned for dependable convergence.
Frequently Asked Questions About Industrial Process Simulation Software
Which tool family handles steady-state recycle-loop convergence best for equation-oriented flowsheets?
How do integration workflows differ when mixing unit operations from other tools?
When a study requires dynamic control-loop and transient behavior, which tools expose solver control for that workflow?
What breaks if a team relies on sequential-modular flowsheeting but needs explicit solver control for design-specification iterations?
How does CAPE-OPEN support compare with case-file interchange formats for cross-team model sharing?
When teams need automation for batch sensitivity analysis tied to convergence diagnostics, which tool design is best aligned?
How is data migration handled when moving from spreadsheet-driven parameter studies to equation-first project structures?
Which tool provides deeper diagnostics for phase equilibrium and property package behavior during large flowsheet solves?
What should a process team check for when applying RBAC and audit logging requirements for simulation governance?
How do dynamic startup and shutdown studies compare across tools built around steady-state flowsheeting?
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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