Online Research
Overview
In the section pages and their sub-pages, information concerning online research tools can be found (see Navigation).
Online Software List
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Name | Internal | Description | Version | Type | Online | Support | Lab PCs | Analysis PCs | LIBC PCs | VR PCs | Status | License and Installation | System Owner | Functioneel Beheer | Technisch Beheer | Key User | Notes |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AcqKnowledge | AcqKnowledge Admin | Software for recording and analyzing physiological signals (such as ECG). | 5.0.6 | App | No | Full | Yes | Yes | No | No | Active | Paid software. Installed by the ISSC. License dongle provided by SOLO for use on non-university devices. | Elio Sjak-Shie | RST (Iris Spruit) | ISSC | RST (Iris Spruit) | |
| AcqKnowledge | AcqKnowledge Admin | Software for recording and analyzing physiological signals (such as ECG). | 5.0.81 with NIBP100E license | App | No | Full | On Request | On Request | No | No | Active | Paid software. Installed only by SOLO. Can only be used with a license dongle, provided by SOLO. | Elio Sjak-Shie | RST (Iris Spruit) | ISSC | RST (Iris Spruit) | |
| ActiView | ActiView Admin | Software for recording EEG data. | 9.0.2 | App | No | Full | Yes | No | No | On Request | Active | Free software. | Elio Sjak-Shie | RST/LST (Iris Spruit/Evert Dekker) | ISSC | RST/LST (Iris Spruit/Evert Dekker) | |
| Anaconda | - | Package and environment manager used for creating and using custom Python environments. | 2022.10 | App | No | Full | Yes | Yes | No | On Request | Active | Free software. | Elio Sjak-Shie | RST (Elio Sjak-Shie) | ISSC | RST (Elio Sjak-Shie) | |
| ATLAS.ti | - | Software for analyzing qualitative data. | latest available (currently installed is 22) | App | No | None | No | Yes | No | No | Active | Paid software. Installed by the ISSC. License provided by ISSC. | ? | ? | ISSC | ? | |
| ArborXR | - | ? | Service | No | Full | No | No | No | Yes | Active | |||||||
| BrainVision Analyzer | - | Software for analyzing EEG data. | latest available (currently installed is 2.2.0) | App | No | Minimal | No | Yes | No | No | Active | Paid software. Installed by the ISSC. | ? | ? | ISSC | Henk van Steenbergen | |
| DEP-Tool | - | Platform for managing Ethics, Datamanagement and Privacy Form. | n.a. | Service | No | Full | N/A | N/A | N/A | N/A | Active | Owned by Leiden, support and development by Emerald IT | Arie in 't Veld | RST (Kerwin Olfers) | External | RST (Kerwin Olfers) | |
| E-prime | E-Prime Admin | Software suite used for building and administering computer tasks. | 3.0.80 | App | No | Minimal | No | No | Yes | No | Limited | ? | ? | ? | ? | ? | |
| E-Prime | E-Prime Admin | Software suite used for building and administering computer tasks. | 3.0.3.219 | App | No | Full | Yes | Yes | No | No | Active | Paid software. Installed by the ISSC. License via VPN or dongle provided by SOLO. | Elio Sjak-Shie | RST (Iris Spruit) | ISSC | RST (Iris Spruit) | |
| E-Prime | E-Prime Admin | Software suite used for building and administering computer tasks. | 2.0.10.356 | App | No | Minimal | On Request | On Request | Yes | No | Active | Paid software. Installed by the ISSC. License via dongle provided by SOLO. | Elio Sjak-Shie | RST (Iris Spruit) | ISSC | RST (Iris Spruit) | |
| ELAN | ELAN Admin | Software for analyzing behavioral (video) data. | 6.4 | App | No | Full | No | Yes | No | No | Active | Free. Installed by the ISSC or zip downloaded by user. | Elio Sjak-Shie | RST (Iris Spruit) | n.a. | RST (Iris Spruit) | |
| Git | - | Command-line tool for version control. | latest available (currently installed is 2.18) | Service | No | None | Yes | Yes | No | Yes | Active | Free | |||||
| GitHub Desktop | GUI tool for version control. | Latest | App | No | Full | No | No | No | Yes | Active | Free | ||||||
| Gorilla | Gorilla Admin | Online service used for building and hosting online tasks. | ? | Service | Yes | Minimal | N/A | N/A | N/A | N/A | Active | Paid license for FSW, FGW students & staff | Elio Sjak-Shie | RST (Kerwin Olfers) | External | RST (Kerwin Olfers) | |
| Insta360 Studio | - | Edit spherical (180-360*) videos | Latest | App | No | Minimal | No | No | No | Yes | Active | Free. Installation requires camera serial number for verification. | |||||
| JATOS | JATOS Admin | Online service used for hosting online tasks. | 3.9.7 | Service | Yes | Full | N/A | N/A | N/A | N/A | Active | Self-hosted, free for Leiden students & staff | Elio Sjak-Shie | RST (Kerwin Olfers) | ISSC | RST (Kerwin Olfers) | |
| JetBrains Rider | - | IDE for C# development. Works well with Unity. | Latest | App | No | Full | No | No | No | Yes | Active | Free educational license through GitHub Education. | |||||
| MATLAB | - | Programming and computing software. | 2022b | App | No | Full | On Request | Yes | No | No | Active | Paid software. Installed by the ISSC. Licence provided by the ISSC or via Mathworks.com. | Elio Sjak-Shie | RST (Elio Sjak-Shie) | ISSC | RST (Elio Sjak-Shie) | |
| MATLAB | - | Programming and computing software. | 2012B | App | No | Minimal | No | No | Yes | No | Limited | ? | ? | ? | ? | ? | |
| MATLAB Runtime | - | Required for running MATLAB applications (such as the PhysioData Toolbox). | R2023b | App | No | Minimal | No | Yes | No | No | Active | Free. Installed by the ISSC on managed PCs. Required for PhysioData Toolbox v0.7.0 | Elio Sjak-Shie | RST (Elio Sjak-Shie) | ISSC | RST (Elio Sjak-Shie) | |
| MATLAB Runtime | - | Required for running MATLAB applications (such as the PhysioData Toolbox). | R2022b | App | No | Minimal | No | Yes | No | No | Active | Free. Installed by the ISSC on managed PCs. | Elio Sjak-Shie | RST (Elio Sjak-Shie) | ISSC | RST (Elio Sjak-Shie) | |
| MATLAB Runtime | - | Required for running MATLAB applications (such as the PhysioData Toolbox). | R2020b (v9.9) | App | No | Minimal | No | Yes | No | No | Active | Free. Installed by the ISSC on managed PCs. Required for PhysioData Toolbox v0.6.3. | Elio Sjak-Shie | RST (Elio Sjak-Shie) | ISSC | RST (Elio Sjak-Shie) | |
| MATLAB Runtime | - | Required for running MATLAB applications (such as the PhysioData Toolbox). | R2018b (v9.5) | App | No | Minimal | No | Yes | No | No | Active | Free. Installed by the ISSC on managed PCs. Required for legacy versions of the PhysioDat a Toolbox. | Elio Sjak-Shie | RST (Elio Sjak-Shie) | ISSC | RST (Elio Sjak-Shie) | |
| Meta Horizon Link | - | Cast directly from Quest HMD to PC. | Latest | App | No | Full | No | No | No | Yes | Active | Free | |||||
| Meta Quest Developer Hub | - | Developer tools for interacting with Quest HMDs. | Latest | App | No | Full | No | No | No | Yes | Active | Free | |||||
| Neuro BS Presentation | - | Software for building and administering computer tasks. | ? | App | No | None | No | No | Yes | No | Limited | License managed by Mischa de Rover | ? | ? | ? | ? | |
| OpenSesame | Software for building and administering computer tasks. | 3.3.14 and python 3.7 | App | Yes | Full | No | No | No | No | Archived | Free | Elio Sjak-Shie | RST (Iris Spruit) | ISSC | RST (Iris Spruit) | ||
| OpenSesame | OpenSesame Admin | Software for building and administering computer tasks. | 3.3.12 | App | No | Minimal | No | No | Yes | No | Limited | ? | ? | ? | ? | ? | |
| OpenSesame | OpenSesame Admin | Software for building and administering computer tasks. | 4.0.24 and python 3.11.4 | App | Yes | Full | Yes | Yes | No | On Request | Active | Free | Elio Sjak-Shie | RST (Iris Spruit) | ISSC | RST (Iris Spruit) | |
| oTree | - | Python-based framework for creating interactive experiments. | ? | Service | Yes | None | No | No | No | No | Active | ? | ? | ? | Erik de Kwaadsteniet | ||
| Pavlovia | Pavlovia Admin | Web service for hosting online tasks. | ? | Service | Yes | Full | N/A | N/A | N/A | N/A | Active | Paid license for FSW/FGW students & staff | Elio Sjak-Shie | RST (Kerwin Olfers) | External | RST (Kerwin Olfers) | |
| PhysioData Toolbox | - | Software for analyzing physiological data (such as ECG). | 0.7.0 | App | No | Full | No | Runnable | No | On Request | Active | Free. A MATLAB Component Runtime is required to run. | Elio Sjak-Shie | Elio Sjak-Shie | Elio Sjak-Shie | Elio Sjak-Shie | |
| PsychoPy | - | Software for building and administering computer tasks. | 2024.1.5 | App | Yes | Full | Yes | Yes | No | On Request | Active | Free | Elio Sjak-Shie | RST (Elio Sjak-Shie) | ISSC | RST (Elio Sjak-Shie) | |
| PsychoPy | - | Software for building and administering computer tasks. | 2022.2.4 | App | Yes | Full | No | No | Yes | No | Limited | ? | ? | ? | ? | ? | |
| PsychToolbox | PsychToolbox Admin | MATLAB Toolbox used for building and administering computer tasks. | 3 | App | No | Full | On Request | On Request | No | On Request | Active | Paid license required for versions 3.0.20 and later. Currently no license available. | Elio Sjak-Shie | RST (Elio Sjak-Shie) | ISSC | RST (Elio Sjak-Shie) | |
| Python | - | Programming and computing software. | 3.11 | App | No | Full | Yes | Yes | No | On Request | Active | Free | ? | ? | ISSC | FSW: RST (Elio Sjak-Shie) | |
| Qualtrics | - | Online service for building and administering questionnaires. | ? | Service | Yes | Full | N/A | N/A | N/A | N/A | Active | Paid license for all university staff and students. Login with ULCN. | Library | Library | External | FSW: RST (Kerwin Olfers) | |
| R* | - | Programming and computing software. | latest available (currently installed is 4.3.0) | App | No | Minimal | No | Yes | No | On Request | Active | Free | ? | ? | ISSC | ? | |
| Shinyapps.io | Shiny Admin | Service for deploying Shiny applications. | ? | Service | Yes | None | N/A | N/A | N/A | N/A | Active | Limited shared license on request | ? | ? | External | Juan Claramunt | |
| SideQuest | - | Side-load packages unto Android-based devices (e.g. Quest HMD). | v0.10.42 | App | No | Full | No | No | No | Yes | Active | Free | |||||
| SONA | - | Online service for advertising studies and awarding participant credits. | ? | Service | Yes | Full | N/A | N/A | N/A | N/A | Active | Paid license, available for students & staff. | ? | ? | External | ? | |
| SPSS | - | Software used for statistical data analysis. | ? | App | No | None | No | No | No | No | Active | Paid software. Installed by the ISSC. License provided by ISSC. | ? | ? | ISSC | ? | |
| Stereokit | - | SDK for developing XR/MR applications. | Latest | App | No | Minimal | No | No | No | Yes | Active | Free | |||||
| TES RoomBooking | SSH Booking Admin | Online service for lab booking. | ? | Service | Yes | Minimal | N/A | N/A | N/A | N/A | Active | Paid license, accounts managed by SOLO | ? | Kerwin Olfers | External | Kerwin Olfers | |
| The Observer XT | The Observer XT Admin | Software for analyzing behavioral (video) data. | 16 | App | No | Full | No | No | No | No | Active | Installed by the ISSC. Requires license provided by SOLO (currently no licenses). | Elio Sjak-Shie | RST (Iris Spruit) | ISSC | RST (Iris Spruit) | |
| Tobii Pro Eye Tracker Manager | Tobii Admin | Software for setting up a Tobii eye tracker. | 2.6.1 | App | No | Full | Yes | Yes | No | No | Active | Free. Installed by ISSC. | Elio Sjak-Shie | RST (Iris Spruit) | ISSC | RST (Iris Spruit) | |
| Tobii Pro Lab | Tobii Admin | Software for administering eye tracking tasks and analyzing eye tracker data. | 24.21 | App | No | Full | Yes | Yes | No | No | Active | Installed by the ISSC. Requires license provided by SOLO. | Elio Sjak-Shie | RST (Iris Spruit) | ISSC | RST (Iris Spruit) | |
| Tobii Pro Studio | Tobii Admin | Software for administering eye tracking tasks and analyzing eye tracker data. | 3.4.8 | App | No | Minimal | No | No | No | No | Archived | This software is EOL. Licenses cannot be activated. | n.a. | n.a. | n.a. | RST (Iris Spruit) | |
| Unity 3D | - | Game engine for 2D / 3D / XR applications and games. | 2021.3.x (LTS) | App | No | Full | No | No | No | Yes | Active | Free | |||||
| Unity 3D | - | Game engine for 2D / 3D / XR applications and games. | 2022.3.x (LTS) | App | No | Full | No | No | No | Yes | Active | Free | |||||
| Unity 3D | - | Game engine for 2D / 3D / XR applications and games. | 6.3.x (LTS) | App | No | Full | No | No | No | Yes | Active | Free | |||||
| Unity Version Control | - | Version control for Unity. | Latest | Service | No | Full | No | No | No | Yes | Active | Free for educational and personal use. | |||||
| Visual Studio Code | - | IDE for development. | Latest | App | No | Full | On Request | On Request | No | Yes | Active | Free | |||||
| VU-DAMS | - | Software for analyzing physiological data collected with VU-AMS hardware. | 4.3/4.6 | App | No | Minimal | On Request | On Request | No | No | Active | Free | Elio Sjak-Shie | RST (Iris Spruit) | ISSC | RST (Iris Spruit) |
Why (Not) Do Online Research?
There are compelling reasons to do online research, including:
- Not being dependent on availability of labs and/or experimenters.
- Conducting studies even in times of lockdown
- Quickly collecting large samples
- Targeting very specific target populations (e.g. different nationalities, languages or those with impaired mobility)
However, generally we recommend you don't run web-based experiments when:
- Your experiment needs to connect to hardware (e.g. when recording physiological data).
- You require millisecond accuracy.
- You require strict control over the setting (e.g. lighting, temperature, noise) or time of day
On this page you will find some guidelines on how to start doing online research, e.g. selecting the right software and platform and connecting the various parts.
If you have any further questions about online studies, please mail SOLO lab support at: labsupport@fsw.leidenuniv.nl or check out our dedicated Teams channel: To request advise regarding GDPR matters, contact privacy@fsw.leidenuniv.nl.
In the video below (recorded during a CogPsy labmeeting) an introduction to the basics of online research is presented. While aimed mostly at novices to online research, some pointers and considerations may be valuable for more experienced researchers as well. This video is a good place to start if you are looking to start your first online research project. You can also see a .
The Basics
For doing online studies, you need three basic building block (see Figure 1):
- Task (or survey) builder software (e.g. OSWeb)
- Study platform (e.g. JATOS or Pavlovia)
- Participant recruitment and management platform (e.g. SONA and Prolific)
In some cases two or more of the above are combined in one (e.g. Qualtrics and Gorilla are task builder and study hosting platforms).

It is important to consider which combination of building blocks is optimal for you study. This may depend on many different characteristics of the various options, see Figure 2 for examples. For more information about each of these, please see: Platform Choices, Task Builder Choices and Recruitment Choices.

Study Flow
For most online studies, you will need to incorporate multiple elements (e.g. recruitment platforms, multiple surveys and behavioral tasks). A typical flow of an experiment might send a participant from SONA, to an information letter and screening on Qualtrics, then on to a behavioral task programmed in OpenSesame and hosted on Jatos, followed by a debriefing on Qualtrics, and finally back to SONA again for automatic study credit awarding (see Figure 3)

When connecting multiple parts it is often crucial that a common identifier (e.g. a participant number) is shared and stored in all parts, so that you can later match up the data.
Most online experiment software including OSWeb (but also SONA, JATOS, Pavlovia, Qualtrics, Gorilla, etc), has the ability to link to other online platforms / software, and send/receive some information via the URL (so called query strings).
Generally, such linking requires three steps (see Figure 4 and also our general introduction to online testing video):
- set up to receive query strings from the preceding part
- if needed, store the values from the query strings in the data
- set up to send along query string to the next part

Instructions for how to link to and from different platforms or task builders are available on the wiki pages for those platforms and task builders.
Platform Choices
JATOS, Pavlovia and Gorilla have both overlapping features and unique use-cases. Below are some general guidelines to help you find the one best suited for your purposes.
Use JATOS when:
- You have experience with OpenSesame and want to use it to build your experiment, or you have a pre-built OpenSesame experiment you want to convert for online use.
- You have an existing experiment built in HTML, CSS, and JavaScript that you want to host online (this includes jsPsych or lab.js tasks).
- You want to program your task from scratch in HTML, CSS and JavaScript; or using a JavaScript library, such as jsPsych or lab.js.
- You want to build multi-participant interactive tasks, such as a prisoner's dilemma game.
- GDPR considerations require you to store the data you collect internally; i.e. on a server owned and managed by the Leiden University.
Use Pavlovia when:
- You have experience with PsychoPy and want to use it to build your experiment.
- Your task requires scripting, and you necessarily want to use Python instead of JavaScript.
- You can make do with very limited technical support from SOLO.
Use Gorilla when:
- You have experience with Gorilla or have found a preexisting Gorilla experiment that you want to run; or modify and run.
- You want a super easy-to-use platform with integrated experiment-building and survey/questionnaire tools.
- You are fine with your experiment being forever locked-in to the Gorilla platform; experiments built in Gorilla cannot be exported and run without a Gorilla license.
- You do NOT intend to collect data from a large number of participants (>>500). This is due to Gorilla being a pay-per-participant service, unlike JATOS (free) and Pavlovia (flat fee).
Note: when creating experiments for online studies that you intend to convert for use in a physiology lab, SOLO suggests using OpenSesame.
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Related Topics
Online Software
Participant Recruitment
Stimulus Presentation Software