Unlearning Copyrighted Data From a Trained LLM – Is It Possible?

In the domains of artificial intelligence (AI) and machine learning (ML), large language models (LLMs) showcase both achievements and challenges. Trained on vast textual datasets, LLM models encapsulate human language and knowledge. Yet their ability to absorb and mimic human understanding presents legal, ethical, and technological…

What is data privacy week and top tips for 2024

What is data privacy week and top tips for 2024

EXECUTIVE SUMMARY:

Data Privacy Week, an annual campaign intended to educate enterprises and individuals about data privacy, begins on January 21st and extends through January 27th. In our digital society, data protection is more important than ever before, and as a technology leader, you’ll want to ensure that your enterprise pursues the following data protection best practices…

The data-driven enterprise

Data is now embedded within every business decision, interaction and process. Protecting it effectively is critical. As the global data-protection landscape continues to mature, enterprises are seeing new opportunities to expand data protection measures.

Regulations in every region of the world treat personal data as an asset owned by consumers, but held in-trust by enterprises. By year-end 2024, 75% of the world’s population will likely have personal data addressed under privacy regulations, meaning that enterprises that haven’t fully adapted to new data privacy norms will need to do so this year.

By advancing data protection, your organization will continue to build consumer trust, reduce risk, and provide greater business value. The keys to success include reassessment of data security operations, employee education, obtention of ecosystem insights, and advanced infrastructure design. If that sounds like a lot, we’ll break it down:

1. Determine what data is necessary to collect and retain. Pursue a data-first approach. Know exactly what data is being collected, processed, and where it is stored. This information will assist you in developing further objective initiatives through which to secure and protect data resources.

2. Employee data privacy and security training. In 2021, 94% of businesses experienced some form of data breach. Eighty-four percent of such data breaches occurred due to employee errors. According to IBM, the errors can be categorized into two groups; decision-based errors and skills-based errors.

Employees who make decision-based errors may not have received proper training. In contrast, skills-based errors occur when an employee is familiar with data security procedures, but fails to employ them due to a momentary lapse, an unintentional slip, or negligence.

When organizing training for your staff, ensure that training addresses both types of errors and that it highlights how to minimize their potentialities.

3. Backup your data. Is your backup strategy sufficient? Multiple types of data backup solutions and tools exist on the market. These include hardware appliances, software solutions, cloud-based data backup options and hybrid data backup solutions. The industry-accepted backup standard, known as the 3-2-1 approach, involves storing data in three locations, on two types of storage devices, with one copy located off-site.

Further, assess how frequently your organization backs up data. Backup frequency determines how much data may be lost due to an unexpected business disruption. For instance, if your enterprise backs up data every 30 minutes, your employees, business partners and customers could lose 30 minutes of data in the event of a breach.

4. Take a layered approach to cyber security. Ensure that your organization uses firewalls, maintains up-to-date software programs, uses a U2F key, SSO and/or multi-factor authentication, and reinforces mobile data security.

Data privacy as an investment

Ensure that data privacy and security are viewed as an investment, rather than an expense. A sober attitude towards data protection translates to fewer security breaches, fewer unexpected financial losses, more cross-border provisioning of services, and an expanded array of market opportunities.

While rooting out entrenched behavioral patterns, and restructuring or removing legacy systems can be tough, in the long-run, the effort is worth the initiative, as it helps build a lasting enterprise that can gain consumer trust and increase in overall value.

Looking for more data privacy and security tips? For simple and effective ways to secure your remote workforce, see CyberTalk.org’s past coverage.

Lastly, don’t miss registration for the best cyber security event of the year; CPX 2024. Register here.