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Human–Machine Collaboration (HMC) Icons

Frequently Asked Questions (FAQs)

Common Research, Design and Publications Functions

As a foundation for the development of the classification system, we considered various processes that may involve machines:

FAQs

What is the purpose of the HMC icons?

The HMC icons provide a clear and standardised way of showing the extent to which machines were involved in the research and publication process within a specific report or publication.

As machine contributions become more common in research, writing, and content creation, the icons help promote transparency particularly important for readers using such reports or publications to inform decision-making.

No, the icons are opt-in and voluntary except for all Dubai Government entities or those working with the Dubai Government. They are meant to encourage honest self-assessment and transparency. Anyone involved in creating content, including researchers, writers, designers, or consultants, can choose to use them.

It includes all creative and intellectual work produced as an output of research. This ranges from academic papers, technical and annual reports, to videos, art, educational materials and other multimedia content.

We use a broad definition of a ‘machine’ to include digital technologies such as algorithms, automation tools, generative AI and robots, any system that contributes to the research or content production process.

No. Only use the functions that were actually part of your process.

‘Machine Assisted’ visuals involve tools like AI to help generate or enhance imagery from the start. In contrast, “Human Led” visuals begin with a human-driven concept, direction, and original imagery, with minimal or no machine input at the start.

Yes! You can use them on social media, in videos, images, or any other content that involves, or could involve, AI or machine assistance.

The system has two parts:

Step 1: HMC icons that show the level of human vs. machine involvement (from fully human to fully machine).

Step 2: Identifies the specific common research and publications functions involved (e.g., ideation, data analysis, writing, visuals).

No. The framework avoids strict percentages because it’s hard to measure AI contributions objectively, especially with generative tools.

Place them on the cover, in the footnotes, or in the disclaimer section of your research paper, report, or content.

Yes, the icons are copyrighted by the Dubai Future Foundation.

No. The icons are free to use.

Absolutely! And you’re welcome to share your feedback with the team at [email protected].

Icon Combiner

Step 1: Choose Icons for Human-Machine Collaboration

All-human
Human Led
Machine Led
All Machine
Machine Assisted

Step 2: Choose icons for Common Research and Publications Functions

Ideation
Literature Review
Data Collection
Data Analysis
Data Interpretation
Writing
Translation
Visuals
Design

Copyright Notice

Copyright 2025 Dubai Future Foundation. All rights reserved.