With the latest advancements in automation and AI, many CISOs are recognizing the potential for automation to transform security operations. Given the way many technology vendors hype their solutions, you could be forgiven for thinking humans should be removed from security flows to the greatest extent possible. But, you would be wrong!
On the contrary, security analysts are not only an important part of the security process, they are THE most important part. So, when you think of automation, you should think of it not as a way of replacing security analysts, but rather as a way of empowering them to do more of what they do best. This is an important distinction.
The fact is, automation is not a panacea. Certainly, the early and rudimentary forms of automation our industry has seen in the past decade have fallen short of their promise. SIEM systems allow you to collect lots of log data, but the growth in data means ever-increasing amounts of backlog to process. Those same systems, with their inflexible, rules-based approach to threat detection, overwhelm analysts with torrents of false positives.
To make things worse, there are still far too many false negatives and intrusions that get by undetected. No matter what an automation vendor tells you, humans are still the absolute best at identifying previously unknown threats. However, we just cant do it at scale.
Solving the cybersecurity crisis cant start with the assumption humans should be automated out of the system - in fact, it should be quite the opposite. In an ideal configuration, human analysts are at the center of everything, supported with advanced automation tools that can make sense of the torrents of data being generated and allowing them to make the types of nuanced decisions that will take a very long time to yield to technology.
Some new generation solutions are purely focused on AI and machine learning. The promise is you turn it on in your environment and after a few days of the system learning on its own, it will be able to detect all the bad stuff. However, these systems suffer from a fatal flaw: missing the business context, adaptability and explainability needed to be truly effective.
What do human analysts know better than any system or, more importantly, any intruder? They know their own environment and the enterprise context, as well as having an intuition about how their system operates and what is normal versus what is questionable. Humans also adapt quickly to fast changing conditions and can always explain why they did something. On the other hand, humans cannot scale and could struggle with mistakes and inconsistencies. Machines, as we know, are exponentially faster and consistent.
The ideal system is still one that unites analyst and machine, augmenting the intelligence of a security analyst with the automation scale of a machine. To achieve this, we need the right kind of automation.
There are different types of automation. As explained by Harvard Business Review, basic robotic process automation handles routine and repeatable tasks, and can only scale some of the motions of an analyst, but cannot scale intelligence. Cognitive automation, on the other hand, can handle decision making around the severity of an alert by evaluating the full context of all data surrounding an event. Cognitive automation by itself, however, is not sufficient. To avoid pitfalls of a blackbox, automation needs to be complemented by analysts input and feedback on a continuous basis.
Recent, new technologies now make it possible to play to analysts strengths far more effectively. The next generation of automation technology allows analysts to feed their tribal knowledge about context and environment easily into the machine learning system, without requiring large training data sets. In addition to drastically increasingly efficacy, this allows a properly designed system to adapt and evolve flexibly as context and environment change. The analyst is in charge and the machine dutifully mimics and executes what the analysts would do, only at extreme scale.
Security automation doesnt mean removing analysts from the equation. Instead, good security automation is about empowering your analysts to force multiply their efforts, aiding them to be more productive and satisfied in their jobs, and freeing them to tackle the most challenging threats. With the right technologies and processes in place, your secops dream team can become a tag team of expert human security analysts plus virtual security analysts powered by cognitive automation.
This article is published as part of the IDG Contributor Network. Want to Join?
Originally posted here:
Why automation isn't everything in cybersecurity | CSO Online - CSO Online
- The Automation Conference [Last Updated On: December 9th, 2016] [Originally Added On: December 9th, 2016]
- The Best Home Automation Systems of 2016 | Top Ten Reviews [Last Updated On: December 24th, 2016] [Originally Added On: December 24th, 2016]
- Compact Automation - Actuators, Hydraulic Cylinders, Linear ... [Last Updated On: December 24th, 2016] [Originally Added On: December 24th, 2016]
- What is Home Automation? | Home Automation Systems [Last Updated On: December 24th, 2016] [Originally Added On: December 24th, 2016]
- Job Seekers - Automation Personnel Services [Last Updated On: December 24th, 2016] [Originally Added On: December 24th, 2016]
- iAutomation [Last Updated On: December 25th, 2016] [Originally Added On: December 25th, 2016]
- Beyond Automation - hbr.org [Last Updated On: December 25th, 2016] [Originally Added On: December 25th, 2016]
- Automation The Car Company Tycoon Game on Steam [Last Updated On: December 25th, 2016] [Originally Added On: December 25th, 2016]
- Automation - Wikipedia [Last Updated On: December 25th, 2016] [Originally Added On: December 25th, 2016]
- Build automation - Wikipedia [Last Updated On: December 26th, 2016] [Originally Added On: December 26th, 2016]
- Home - Enerwave Home Automation [Last Updated On: December 27th, 2016] [Originally Added On: December 27th, 2016]
- Automation | Technologies | Systems | Integrator ... [Last Updated On: December 27th, 2016] [Originally Added On: December 27th, 2016]
- Automation - DESHAZO [Last Updated On: December 27th, 2016] [Originally Added On: December 27th, 2016]
- Custom Automation & Machine Design | Automation GT [Last Updated On: December 27th, 2016] [Originally Added On: December 27th, 2016]
- IT Automation - BMC [Last Updated On: December 27th, 2016] [Originally Added On: December 27th, 2016]
- Werner Electric | Automation [Last Updated On: January 28th, 2017] [Originally Added On: January 28th, 2017]
- Automationtechies | Automation Engineering Recruiting [Last Updated On: January 28th, 2017] [Originally Added On: January 28th, 2017]
- Automation - Mazak Corporation [Last Updated On: January 28th, 2017] [Originally Added On: January 28th, 2017]
- Automation | Food Engineering [Last Updated On: January 28th, 2017] [Originally Added On: January 28th, 2017]
- Test Automation Services for Development of Regression ... [Last Updated On: January 28th, 2017] [Originally Added On: January 28th, 2017]
- UI Automation Overview - msdn.microsoft.com [Last Updated On: February 5th, 2017] [Originally Added On: February 5th, 2017]
- The Evolution of Automation and What It Means for the Integration Industry - Commercial Integrator [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Automation, robots could replace 250000 public sector workers in the next 15 years - Computer Business Review [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- New telecom transformation goals require service automation - TechTarget [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Automation expected to displace insurance underwriters, real estate brokers - CIO Dive [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- The Perks Of Automation And The Risks: Why To Think Twice About Getting Into That Driverless Uber - Forbes [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Voices Reinventing enterprise finance by overhauling AP automation - Accounting Today [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- DFLabs Launches the First Security Automation and Orchestration Platform based Upon Supervised Active Intelligence - Business Wire (press release) [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- VIDEO: Going Big on Automation in a Small Footprint Facility - ENGINEERING.com [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Building a better model of human-automation interaction - Phys.org - Phys.Org [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Cruise Automation Is Testing an App For Hailing Self-Driving Cars - Fortune [Last Updated On: February 8th, 2017] [Originally Added On: February 8th, 2017]
- AlixPartners examines automation in manufacturing and logistics management - Logistics Management [Last Updated On: February 8th, 2017] [Originally Added On: February 8th, 2017]
- Women need to look out for each other in automated workplaces - The Guardian [Last Updated On: February 8th, 2017] [Originally Added On: February 8th, 2017]
- Automation vs. the H-1B visa program: Which matters to employees? - TechTarget [Last Updated On: February 8th, 2017] [Originally Added On: February 8th, 2017]
- Automation is the unavoidable future of the economy - The Daily Cougar [Last Updated On: February 8th, 2017] [Originally Added On: February 8th, 2017]
- Speeders beware: Legislation would allow automation crackdown ... - SFGate [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Robots versus bureaucrats: Why public sector work is ripe for automation - Financial Post [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Rockwell Automation Surged 10% in January as Growth Picked Up Steam - Motley Fool [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Global Medical Automation Market to Reach Approximately $75.6 Billion by 2025 - By End User, Application ... - PR Newswire (press release) [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Automation 'key' to advancing Thai production - The Nation [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- WorkWave Releases New Lead Management And Marketing ... - PR Newswire (press release) [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- 'We employ insane levels of automation' Kris Canekeratne - Times of India [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Most people are optimistic about workplace automation, social data suggests - ZDNet [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Yes, there's a job creation argument for automation and technology ... - The Hill (blog) [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Technobabble: Automation and the modern worker - CIO Dive [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Improving Behavior Through Automation of Vehicle Systems - School Transportation News (blog) [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Automation Nightmare: Philosopher Warns We Are Creating a World Without Consciousness - Big Think [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Why Don't We See More Automation in Federal Networks? - Nextgov [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Automation can revitalize the US workforce - Fox News [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Readers Write (Feb. 12): The moose population; jobs, start-ups and automation; diversity in the funny pages - Minneapolis Star Tribune [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Automation can replace bureaucrats and save taxpayers money - Hot Air [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- TigerStop hopes to ride automation to new heights - The Columbian [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Your Most Valuable Resource is Time Get More of it through Automation - CMS Critic (press release) (blog) [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- What Does Device Automation Mean for Users? - Medical Device and Diagnostics Industry (blog) [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- How To Beat Automation And Not Lose Your Job - Forbes [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Logistics firm gets automation boost - The Straits Times [Last Updated On: February 14th, 2017] [Originally Added On: February 14th, 2017]
- PP Control & Automation launch new video to kick-start exciting plans for 2017 - Manufacturer.com [Last Updated On: February 14th, 2017] [Originally Added On: February 14th, 2017]
- Automation's Impace on Data Center Monitoring Alerts - The Data Center Journal [Last Updated On: February 14th, 2017] [Originally Added On: February 14th, 2017]
- Hollysys Automation Technologies Reports Unaudited Financial Results for the First Half Year and the Second Quarter ... - PR Newswire (press release) [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- 4 Automation Hacks to Save You Money and Manpower - Yahoo Finance [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Istuary Innovation Group and Bluewrist Partner to Bring Robotics and Automation into China's Manufacturing Sector - Yahoo Finance [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Redwood Software Named a Strong Performer in Independent Robotic Process Automation (RPA) Report - Yahoo Finance [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Boeing ramps up automation, innovation as it readies 737MAX | The ... - The Seattle Times [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Robots and AI are coming for our jobs, but can augmentation save us from automation? - Digital Trends [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- The Impact of Bad Data in Automation: Why Quality Management is Critical - R & D Magazine [Last Updated On: February 16th, 2017] [Originally Added On: February 16th, 2017]
- Automation: Are We Empowering Human Interaction Or Displacing It? - Business 2 Community [Last Updated On: February 16th, 2017] [Originally Added On: February 16th, 2017]
- Life in the Fast LaneAutomation with Software-Defined Intelligence - InfoWorld [Last Updated On: February 16th, 2017] [Originally Added On: February 16th, 2017]
- Luddite Lefty Journalists Apparently Think Workplace Automation is Conservatives' Fault [VIDEO] - Daily Caller [Last Updated On: February 16th, 2017] [Originally Added On: February 16th, 2017]
- Will automation define the future of network technology? - TechTarget [Last Updated On: February 16th, 2017] [Originally Added On: February 16th, 2017]
- Editorial: Improving automation - The Motorship [Last Updated On: February 17th, 2017] [Originally Added On: February 17th, 2017]
- TigerText Unveils Role-based Scheduling Automation, Amazon Alexa integration - HIT Consultant [Last Updated On: February 17th, 2017] [Originally Added On: February 17th, 2017]
- 89% people want automation at workplace: Adobe - Economic Times [Last Updated On: February 18th, 2017] [Originally Added On: February 18th, 2017]
- Delta veers to EV parts, automation - Bangkok Post [Last Updated On: February 18th, 2017] [Originally Added On: February 18th, 2017]
- Robotic process automation makes nearshore outsourcing more ... - CIO [Last Updated On: February 18th, 2017] [Originally Added On: February 18th, 2017]
- The working-class job that Trump could save from automation - Washington Post [Last Updated On: February 18th, 2017] [Originally Added On: February 18th, 2017]
- China must be ready for automation - Basic Income News [Last Updated On: February 18th, 2017] [Originally Added On: February 18th, 2017]
- Bill Gates Says Robots Should Be Taxed Like Workers - Fortune [Last Updated On: February 18th, 2017] [Originally Added On: February 18th, 2017]
- Trump and automation challenge India's IT industry - VentureBeat [Last Updated On: February 18th, 2017] [Originally Added On: February 18th, 2017]
- Both Trump and Automation Are Challenging India's IT Industry - Fortune [Last Updated On: February 20th, 2017] [Originally Added On: February 20th, 2017]
- 89% people want automation at workplace: Adobe - ETCIO.com [Last Updated On: February 20th, 2017] [Originally Added On: February 20th, 2017]