Cleaning Up the Internet: The Importance of Effective Content Moderation
User-generated content (UGC) can be a valuable asset for digital platforms and businesses,
providing an opportunity for users to engage with content and each other. However, UGC can also
present several challenges and issues, including:
- Legal and regulatory compliance:-UGC can sometimes infringe on legal and
regulatory requirements, such as copyright, privacy, or advertising standards. Digital
platforms and businesses need to ensure that the UGC posted by users is compliant with these
requirements to avoid legal or regulatory repercussions.
- Offensive or harmful content:-UGC can include content that is offensive,
hateful, or harmful, such as hate speech, discriminatory language, or graphic violence. This
type of content can lead to a negative user experience and may even damage brand reputation.
- Inappropriate content:-UGC can also include inappropriate or irrelevant
content, such as spam, fake reviews, or irrelevant comments. This can affect the overall
quality of the content and make it difficult for users to find relevant and useful
information.
- Misinformation:-UGC can also include false or misleading information, which
can be harmful to users and to the platform or business. Digital platforms and businesses
must take steps to ensure that UGC is accurate and truthful.
- Brand safety:-UGC can also pose a risk to brand safety, particularly if the
content includes references to competitors or is critical of the platform or business.
Digital platforms and businesses need to monitor UGC to ensure that it is not damaging to
their brand image.
- Moderation cost and scalability:-UGC can be difficult and expensive to
moderate at scale. Digital platforms and businesses may need to invest in moderation tools,
processes, and personnel to ensure that UGC is reviewed and moderated effectively.
Overall, UGC presents a number of challenges and issues that must be addressed
by digital platforms and businesses. By implementing appropriate moderation processes, tools,
and guidelines, these challenges can be mitigated, and UGC can continue to provide value to both
users and the platform or business.
Best Practices to Manage Content Moderation Processes
Best Practices to Manage Content Moderation Processes
Content moderation best practices involve a combination of human and automated moderation
techniques, clear and transparent policies, and effective communication with users. By
implementing these practices, digital platforms and businesses can provide a safe and positive
user experience while complying with legal and regulatory requirements.
Objectways Content Moderation Human Review workflows involve following best
practices:
- User report or flagging:-The first step in the human content moderation
workflow is for users to report or flag content that they believe violates platform policies
or community guidelines.
- Review content:-Once the content is flagged, it is then reviewed by a human
content moderator. The moderator will evaluate the content to determine if it violates any
platform policies or community guidelines.
- Categorize the content:-The moderator will categorize the content based on
the type of violation, such as hate speech, graphic violence, or adult content.
- Take action:-The moderator will then take appropriate action depending on
the type of violation. This can include removing the content, warning the user, or
escalating the issue to a higher authority.
- Appeal process:-Platforms often provide an appeal process for users to
dispute moderation decisions. If a user appeals, the content will be reviewed by a different
moderator or team.
- Monitoring and continuous improvement:- After content is moderated, it is
important to monitor the platform for repeat offenses or new types of violations. This helps
to identify new patterns and improve the moderation process.
Choose the Right Moderation Tool
There are many tools available to help digital platforms and businesses
with content moderation. Here are some leading tools for content moderation:
- Google Perspective API:-Google Perspective API uses machine learning to
identify and score the level of toxicity in a piece of content, making it easier for
moderators to identify content that may violate community guidelines.
- Amazon Rekognition:-Amazon Rekognition is a powerful image and video
analysis tool that can be used to automatically identify and moderate content that violates
community guidelines.
- OpenAI GPT-3:-OpenAI GPT-3 is a natural language processing tool that can
be used to analyze and moderate user-generated content, such as comments and reviews.
- Besedo:-Besedo is a content moderation platform that uses a combination of
AI and human moderators to review and moderate user-generated content.
We typically work with tools chosen by our customer partners or use
Amazon Rekognition for our Turnkey Content Moderation offering as it is easy to use, provides
nice integration and human in the loop capabilities.
AWS Content Moderation Workflow
Quality Service Level Agreements
Service Level Agreements (SLAs) are agreements between our customers who
are digital platforms, businesses and Objectways content moderation team. The SLAs specify the
expected quality and quantity of content moderation services and set out the penalties for
failure to meet those expectations. Our SLAS can include:
- Turn around time:-Google Perspective API uses machine learning to identify
and score the level of toxicity in a piece of content, making it easier for moderators to
identify content that may violate community guidelines.
- Accuracy rate:-Amazon Rekognition is a powerful image and video analysis
tool that can be used to automatically identify and moderate content that violates community
guidelines.
- Rejection rate:-OpenAI GPT-3 is a natural language processing tool that can
be used to analyze and moderate user-generated content, such as comments and reviews.
- Escalation process:-Besedo is a content moderation platform that uses a
combination of AI and human moderators to review and moderate user-generated content.
- Availability:-This specifies the availability of content moderation
services, such as 24/7 or during specific business hours.
- Reporting and communication:-This specifies the frequency and format of
reporting on content moderation activities, as well as the communication channels for
raising issues or concerns.
- Penalties and incentives:-This specifies the penalties or incentives for
failing to meet or exceeding the SLA targets, such as financial penalties or bonuses.
By establishing clear SLAs for human content moderation, digital
platforms and businesses can ensure that the quality and quantity of content moderation services
meet their requirements and standards. It also allows them to hold our content moderation teams
accountable for meeting performance targets and provide transparency to their users.
Conclusion
In conclusion, content moderation human review plays a critical role in
maintaining the safety, security, and trustworthiness of online platforms and communities. By
providing a human layer of review and oversight, content moderation helps to ensure that
inappropriate or harmful content is removed, while legitimate and valuable content is allowed to
thrive.
However, content moderation human review is a complex and challenging
process, requiring careful planning, organization, and management. It also requires a deep
understanding of the cultural, linguistic, and social nuances of the communities being
moderated, as well as a commitment to transparency, fairness, and accountability.
By leveraging best practices, advanced technologies, and human expertise,
it is possible to create effective and efficient content moderation human review workflows that
support the goals and values of online platforms and communities. Whether it’s combating hate
speech, preventing cyberbullying, or ensuring the safety of children, content moderation human
review is a critical tool in creating a safer and more trustworthy online world for everyone.
Please contact Objectways Content Moderation experts to plan your
next Content Moderation project.