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Behavioral Coding · Video Analysis · macOS + Windows · Python · GDPR-Compliant Whisper AI

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Behavioral Coding Software: Limited Only by Your Research Question

Research software that adapts to your method, not the other way around. Coding, transcription, pattern search, reliability checks and analysis in one program.

Trusted by several thousand researchers worldwide for more than 35 years, including at 80 of the world's top 100 universities.

Mangold INTERACT overview: coding and transcribing video and audio, sampling methods, analysis and statistics, custom coding systems, cross-platform on Windows and macOS

The tool is half the work

Paper and Pencil Passed Peer Review. That Doesn't Make Them the Best Instrument.

Every study builds on the ones before it. Often the method section of the key papers says the behavior was coded by hand or tallied in a spreadsheet, and that becomes the benchmark.

But the tool is half the work. With paper, pencil and spreadsheets, every phase of data collection and analysis becomes unnecessarily complicated and error-prone. Time goes into recording, organizing data, securing data quality and analysis, all of which a tool built for the job provides out of the box.

And startup funds or grants are spent once: the tools your lab adopts now will shape its work for years.

Why Researchers Trust Mangold INTERACT

Built for observational research by people who understand its complex challenges

We know the methodological and technical challenges of analyzing audio and video recordings. That's why Mangold INTERACT adapts to the method your research question calls for, not the other way around. Several thousand researchers worldwide have relied on it for more than 35 years. Research tools that don't deliver don't last that long.

35+ Years of Continuous Development

Mangold International has been developing Mangold INTERACT in-house since 1991, guided by its own scientific advisory board and continuously refined through feedback from users across a wide range of disciplines.

Proven in Demanding Research Environments

Several thousand researchers in more than 50 countries work with Mangold INTERACT, including at 80 of the world's top 100 universities.

Made in Germany, Direct Manufacturer Support

No call center, no ticket system and no reseller in between. You reach the people who build the software, in various languages.

Mangold Scientific Service

Almost every study reaches a point where methodological support makes the difference. With the Scientific Service, you get personal guidance on study design, data collection and analysis, in addition to software updates and technical support.

What Researchers Say About Mangold INTERACT

Ruth Feldman, Prof. Ph.D.

Ruth Feldman, Prof. Ph.D.

Best Female Scientist 2022, Expertscape World Expert, Herzlia Israel


" Our experience with INTERACT was excellent. The software is friendly, intuitive to use, gives precise results and supports comprehensive behavioral pattern analysis. "

Heather Henderson, Prof. Ph.D.

Heather Henderson, Prof. Ph.D.

University of Waterloo, Canada


" INTERACT has revolutionized our approach to data analysis, ensuring precision and real-time adaptability. "

Jana Uher, ao. Prof. Ph.D.

Jana Uher, ao. Prof. Ph.D.

Freie Universität Berlin, DE


" The coding software INTERACT from Mangold proved to be extremely useful and efficient for detailed videotape analysis of individual differences in the great apes. "

Dr. Shane Rogers, Ph.D.

Dr. Shane Rogers, Ph.D.

Edith Cowan University, Australia


" Mangold INTERACT on the other hand, runs smooth as butter in all aspects - playing videos, coding, statistics, and visualizations. "

Catherine Tamis-LeMonda, Prof. Ph.D.

Catherine Tamis-LeMonda, Prof. Ph.D.

New York University


" The INTERACT Software is flexible, user friendly and rich in its capabilities. But, more importantly, the support staff at Mangold is unparalleled. "

Why Researchers Choose Mangold International

Cross-Platform: Native macOS and Windows Support

Research teams often work in parallel on Windows and macOS. Mangold INTERACT runs natively on both platforms with 100% data compatibility – one license covers both, making it ideal for mixed Mac/PC teams.

Open Architecture with Python Integration

Mangold INTERACT offers Python integration for custom analysis workflows – researchers can tap into thousands of scientific libraries and embed their own analytical logic directly into the toolchain.

A Complete Toolset in a Single Application

Coding, data management, multimodal data synchronization, inter-rater reliability, state-space grids, lag sequential analysis and contingency analysis – all in one tool.

Expert Guidance, Not Just a Software License

Mangold International staff understand observational research. They speak the language of researchers – sequence analysis, dyadic interaction, coding schemes – and actively contribute to research projects when questions arise.

How to get started

Three Steps from Your Coding Scheme to Your First Results

  1. 1

    Bring the coding scheme from your literature.

    Event sampling, time sampling or continuous coding: Mangold INTERACT applies the scheme your field already uses, so your approach stays comparable to the studies you build on.

  2. 2

    See it applied to your own video material.

    In a free demo, we help you code and transcribe a sample of your own recordings using your coding scheme. See for yourself whether INTERACT fits before you decide.

  3. 3

    Write Mangold INTERACT into your proposal or startup budget.

    One license covers both macOS and Windows. Online tutorials and training materials help your team get started within days.

Your Method Sets the Rules. The Tool Follows.

Coding, transcription, pattern search, reliability checks and analysis in one program.

Your Coding Scheme Stays Yours

Your approach remains comparable to the studies you build on. Create and manage individual coding schemes of almost any size and complexity to meet your specific data collection and coding needs.

No Manual Video Syncing

The time you save goes into research instead of file handling. Code multiple simultaneous audio and video files with automatic temporal coherence.

Complex Questions Become Answerable

Questions you would have dropped as too laborious stay in the study. Powerful data restructuring and advanced analysis options are tailored to your research needs.

New Team Members Productive Within Days

Your method stays stable across changing staff. Extensive software documentation, training videos and direct support from Mangold International get your team to results quickly.

Where it is used

Built for every behavioral research paradigm.

Mangold INTERACT adapts to the method your research question calls for, not the other way around. Your sampling method and your codes set the rules, from infant interaction to clinical populations and human factors.

Developmental psychology

Mother-child and parent-infant interaction coding

Neuroscience & physiology

Sync video with EEG, ECG, and sensor streams

Animal behavior

Field and lab-based ethology

UX & human factors

Usability testing, interaction and task analysis

Classroom research

Teacher-student interaction and learning behavior

Weeks of hand coding aren't part of the method. They're a side effect of the wrong tools.

Mangold INTERACT keeps your data organized while you code it, with frame-accurate timestamps and your own coding scheme.

Unlimited Coding and Transcription

Code your audio/video recordings based on your individual coding schemes and capture transcriptions in practically limitless scope for any time period of your observation material.

Multiple Sampling Methods

Easily adapt the data acquisition to the current codes and observation conditions by combining time and event sampling, ad libitum, continuous, scan or one-zero sampling and variants as required.

Synchronous Media Handling

Code several simultaneously recorded audio and video files at the same time, while Mangold INTERACT ensures the temporal coherence of the different media.

Discover Insights by Connecting Data That Seemed Unrelated

Inter-rater reliability such as Cohen's kappa, lag sequential analysis and state-space grids are part of the program, not a separate project.

Comprehensive Analysis Tools

Explore your data through flexible data combinations, state-space-grids, timeline charts, lag sequential analysis and more.

Combine Qualitative and Quantitative Data

Combine qualitative observations with quantitative data like physiological measurements to reveal deeper patterns.

Custom Scientific Analysis

Perform specialised scientific data analysis tailored to your research using Python integration and custom workflows.

Ask More of the Data You Already Have

Reanalyze your material without collecting it again. Use the extensive data restructuring functions and analysis options in Mangold INTERACT and gain new insights from originally simple observation data.

Easily merge, combine and rename collected data

Perform classical sequence analysis

Search for code sequences / patterns

Use contingency analysis

Analyze observer agreement

And much more...

One Method, Reproducible Across Your Whole Team

Standardize your research process with Mangold INTERACT's workflows, and go further with the built-in Python integration.

Design Custom Analysis Workflows

Create tailored workflows for your standard analysis routines to derive unique insights from your data.

Seamless Data Exchange

Easily import and export data to collaborate with colleagues or integrate data from and into your individual chain of tools.

The Sky is the Limit

Use Python to create your own workflow, giving you the freedom to perform almost any data manipulation and analysis.

Mangold INTERACT Packages

Every package codes with your own scheme. Choose the analysis depth your research question calls for.

Basic

Mangold INTERACT Basic Package

The comprehensive 360° software solution for data collection, dynamic visualization and data refinement. Get a full-circle tool for every stage of your research process.

  • Full Featured Audio/Video Coding ...

  • Synchronized Media Handling

    Observe and manage audio and video footage with a wide range of control and synchronization options.

  • Flexible Data Collection

    Benefit from efficient a-hoc and post-hoc data collection, supporting all major sampling methods.

  • Powerful Analysis

    Gain insight with a wide range of descriptive statistics, by finding co-occurrences, code latencies, and contingencies.

  • Advanced Data Transformation

    Transform your data to gain new insights by connecting originally unrelated data.

  • Powerful Visualizations

    Explore data with powerful visualizations, such as timeline charts and state-space grids.

Professional

Mangold INTERACT Professional Package

More options including sequence analysis, additional visualizations, custom workflows, and a video editing module.

  • Everything from Basic plus ...

  • Custom Workflows

    Define customised data management and analysis workflows for efficient and streamlined processes within research teams.

  • Sequence and Pattern Analysis

    Analyze sequences and patterns of events and their relationships with other data.

  • Advanced Visualizations

    Explore data with advanced visualizations, such as box plots, word clouds and sankey charts.

  • Automatic Video Editing

    Let Mangold INTERACT create highlight video clips based on your research data, which can easily be used for training or feedback purposes.

Premium

Mangold INTERACT Premium Package

Offers most comprehensive features including Python integration, sensor data support, and AI-powered automatic transcription.

  • Everything from Professional plus ...

  • Sensor Data Integration

    Synchronous visualization of numerical values alongside video recordings, such as physiological measurement data.

  • AI-Powered Transcription

    Secure, offline auto-transcription using Whisper, including speaker detection.

  • Python Integration

    Use Python for advanced, sophisticated data analysis with the built-in Python module (Requires Python knowledge).

Detailed Package Comparison

All packages code with your own scheme. The differences are in analysis depth, workflows and automation.

Showing features for

Select Package to View

Work Seamlessly Across Platforms
Work seamlessly on both Windows and macOS.
Collect and analyze data effortlessly on your preferred device while enjoying the same exceptional user experience across platforms.
Get Started Quickly
Access all core functions with just a few clicks.
A step-by-step guide helps you get started quickly.
Easily switch between languages for a comfortable user experience.
Benefit from comprehensive documentation in various languages and formats.
Practice with ready-to-use examples and video tutorials.
Collect Data Effortlessly
Combine all common observation methods, including event, pinpoint, time, ad libitum, continuous, instantaneous, scan, one-zero sampling, and their variations.
Collect and analyze data sets that extend beyond 24 hours, including full date and time information.
Record precise time information for all data with an accuracy of 0.0000001 seconds.
Rate and code audio and video files smoothly at your preferred playback speed.
Work efficiently by coding multiple audio/video files simultaneously.
Pause and resume your coding session at any time.
Effortlessly navigate your video recordings with pause, fast-forward, and rewind functions, even during data collection.
Capture multiple events that occur simultaneously.
Assign an practically limitless number of codes and multi-line transcripts to each video segment.
Record events quickly and accurately using keystrokes and mouse clicks.
Enhance your coding workflow with intuitive drag-and-drop functionality and dropdown coding menus.
Save time by automatically adding multiple predefined values to newly collected events.
Enrich your data by linking additional multimedia files (text documents, videos, images, etc.) to specific events.
Customize the appearance of your coding system with freely definable color schemes for classes and codes.
Create and Manage Your Coding Systems
Organize your observational codes effectively by creating user-friendly hierarchical coding systems.
Define an practically limitless number of individual coding systems to suit your research needs.
Create codes with practically limitless length to accommodate complex research designs.
Easily share your coding systems with other Mangold INTERACT® users for teamwork and standardization.
Manage Your Data Effectively
Add independent variables or socio-demographic information to your data for a comprehensive data selection.
Reorganize the collected data to explore new research questions and hypotheses from different perspectives.
Make quick and easy edits with search and replace functions.
Refine your data by correcting individual time values, codes, transcriptions, or by adding new content at any time.
Organize your data effectively by regrouping it into any logical, hierarchical units at any time.
Easily combine data from multiple observation sessions and from multiple observers.
Collaborate seamlessly with other researchers by easily exchanging individual data files.
Safeguard your data with an automatic backup function to prevent data loss.
Visualize Your Data
Visualize your collected data graphically in a timeline chart to get a clear overview.
Conduct State-Space-Grid analysis for a detailed examination of dyadic interactions.
Gain insight into code frequency and duration with intuitive statistical tables.
Visualize statistics using informative boxplot diagrams.
Visualize word usage patterns in transcripts with insightful word cloud diagrams.
Explore sequential relationships with informative sankey / chord diagrams.
Analyze and Transform Your Data
Generate descriptive statistics (frequency, duration, percentages, mean, variance, etc.) with ease.
Export statistical results conveniently via copy-and-paste or as a CSV file.
Utilize predefined data transformation and restructuring routines for efficient data analysis.
Select statistical calculations based on specific groups of data to tailor your analysis.
Generate comprehensive reports on classes and their codes.
Conduct in-depth contingency analysis to examine relationships between codes.
Carry out co-occurrence analyses to identify patterns of code occurrence.
Perform latency analyses to investigate the time intervals between events.
Analyze and visualize observer agreement for reliable research findings.
Advanced Analysis
Analyze and export continuously sampled data in time clusters for a deeper understanding of temporal patterns.
Generate statistics on arbitrary time intervals to which a specific code was assigned.
Perform interval-based statistics per code and per data set to obtain even more nuanced analyses.
Perform sequence analysis to calculate behavioral transition probabilities and identify patterns of behavior.
Automatic Video Creation
Create video materials for training or feedback with the "Highlight Movie" module, which automatically edits videos based on your collected data (available on Windows only).
Customize Your Workflow
Customize your workflow by defining your own data import, export, analysis and transformation routines and integrate them seamlessly into the Mangold INTERACT® interface for easy access. Use this functionality to implement your research paradigm so that your entire team can use these standardized functions at the touch of a button.
Extend Your Analysis
Expand your analysis capabilities by leveraging the data exchange between Mangold INTERACT® and Python. Utilize thousands of existing scientific Python analysis libraries to conduct advanced statistical analyses (Python knowledge required).
Integrate with Sensor Data and Other Tools
Synchronously visualize numerical values (e.g., physiological measurement data) with your video recordings using the Mangold DataView module.
Integrate behavioral coding with numerical measurements by exchanging information between Mangold DataView and Mangold INTERACT® for a more comprehensive understanding of all data.
Benefit from AI
Extend your data collection with auto-transcription (offline, data protection compliant) based on the Whisper AI model, including speaker identification.

Research Questions Should Be Limited by the Ideas of Researchers, Not by What Their Tools Can Do

Several thousand researchers worldwide have relied on Mangold INTERACT for more than 35 years. Many tell us after their first project: "If only I had known this earlier."

Frequently Asked Questions

What is Mangold INTERACT and what is it used for?

Mangold INTERACT is a software for behavioral coding and video analysis in observational research. It enables the coding, transcription and analysis of audio and video recordings with custom coding schemes – supporting event sampling, time sampling and continuous coding across multiple synchronized audio/video files. Researchers in psychology, neuroscience, ethology, UX research, education and similar fields have relied on it for over 35 years.

Can I keep the coding scheme from published studies?

Yes. Mangold INTERACT adapts to your coding scheme and sampling method, whether event, time or continuous sampling. Your approach stays comparable to the studies you build on, while recording, reliability checks and analysis become faster and less error-prone.

Why use dedicated software instead of paper, pencil or Excel?

Paper and spreadsheets make every phase of an observational study more laborious and error-prone: recording, organizing data, checking reliability and analysis. Mangold INTERACT handles all of these in one program, with frame-accurate timestamps, inter-rater reliability such as Cohen's kappa and analyses like lag sequential analysis built in.

How does Mangold INTERACT differ from other behavioral coding tools?

Mangold INTERACT offers three structural advantages that are unique in this combination: (1) Native macOS and Windows support with 100% data compatibility – one license for mixed Mac/PC teams. (2) Python integration for custom analysis workflows with access to thousands of scientific libraries. (3) GDPR-compliant AI transcription that runs offline on your own computer – no cloud transfer of sensitive research data. Methodologically, Mangold INTERACT covers the entire research workflow in a single tool: data acquisition, data management and advanced data analysis – including state-space grids, lag sequential analysis and contingency analysis.

Is Mangold INTERACT an alternative to open-source tools?

Yes. Mangold INTERACT offers the flexibility of open-source behavioral coding tools, complemented by professional support, AI transcription, multi-data-stream synchronization (sensor data such as EEG, ECG, motion, etc.) and powerful analysis tools. Mangold International has been continuously developing Mangold INTERACT for 35+ years and additionally provides scientific guidance, training and direct points of contact – added value that is structurally missing from open-source tools. This becomes particularly relevant when complex questions about data acquisition or data analysis arise during a project, or when technical issues occur (typically: Windows / macOS / Python updates) and the software being used suddenly no longer runs smoothly mid-project.

Which video formats does Mangold INTERACT support?

Mangold INTERACT supports most common video formats, including MP4 and AVI – also recordings from smartphones, action cameras and professional equipment. Multiple video files can be played back and coded in sync, regardless of source or frame rate.

Which data modalities can I synchronize with Mangold INTERACT?

Using the Mangold DataView add-on module, Mangold INTERACT synchronizes video and audio recordings with physiological data streams such as EEG, ECG, GSR, EMG and accelerometry, or any other data stream that contains numerical values and time stamps or a known sampling rate. External data streams can be imported via standard formats such as EDF, BDF and CSV and linked precisely in time with observational data – ideal for multimodal behavioral research, when qualitative content coding is to be combined with quantitative measurement data.

How does the Whisper AI transcription in Mangold INTERACT work?

Mangold INTERACT Premium uses the Whisper AI model exclusively offline on your local computer. It does not transfer any audio data to external cloud providers, is therefore GDPR-compliant and supports speaker diarization and recognition. This allows audio and video files to be transcribed fully automatically and integrated directly into your coding analysis.

Can I calculate inter-rater reliability with Mangold INTERACT?

Yes. Mangold INTERACT includes built-in tools for calculating inter-rater reliability (IRR), enabling multiple coders to work independently on the same dataset and then compare results using standardized agreement measures such as Cohen's kappa.

Can I automate analyses in Mangold INTERACT?

Yes. Mangold INTERACT includes an integrated workflow editor for building reusable analysis routines. For advanced automation, the Python integration allows you to write custom scripts for data manipulation and analysis directly within the Mangold INTERACT environment.

Does Mangold INTERACT run on Mac?

Yes, Mangold INTERACT runs natively on macOS and Windows and offers 100% cross-platform functionality and data compatibility. A single Mangold INTERACT license can be used on both platforms, allowing you to work in a mixed system environment with Windows and macOS devices.

What licensing options are available – including for universities and students?

Mangold INTERACT is available in three packages: Basic, Professional and Premium. A free trial version can be requested. Special conditions for educational institutions and students are available on request.