Blogs How to Evaluate HRM Platf...
April 30, 2026
Every HRM vendor promises to reduce risk, but a flashy demo doesn't always translate to real-world results. It's easy to get distracted by long feature lists while overlooking the core architecture that powers the platform. The difference between an AI-enhanced tool and a truly AI-native system is fundamental to its ability to deliver predictive insights. To make the right choice, you need to know what to look for under the hood. This article explains how to evaluate human risk management platform vendors by focusing on outcomes over features, ensuring you select a solution that delivers measurable, lasting change to your security culture.
Selecting a Human Risk Management (HRM) platform is a critical decision that shapes your organization's ability to proactively defend against threats. The right platform moves your security program from a reactive posture, focused on detecting incidents after they happen, to a predictive one that prevents them from occurring. This isn't just about replacing your security awareness training; it's about adopting a fundamentally new, data-driven approach to security that addresses the root cause of most breaches. An effective HRM platform provides a comprehensive view of risk by analyzing signals across your entire technology stack, making human risk visible, measurable, and actionable. It empowers you to target interventions where they will have the greatest impact, ultimately reducing your organization's exposure and strengthening its security culture. Choosing the right vendor means you can finally quantify human risk and demonstrate clear progress to the board, shifting the conversation from compliance checklists to tangible risk reduction.
Human Risk Management (HRM), as defined by Living Security, is a strategic framework for predicting and preventing security incidents caused by human activity. Unlike traditional security awareness programs that focus on compliance and knowledge checks, HRM uses a data-driven approach to understand and mitigate risk. It involves analyzing a wide array of signals across employee behavior, identity and access systems, and real-time threat intelligence. This provides a clear, quantifiable picture of where your risks lie. The goal is to move beyond simple pass or fail training metrics and instead focus on measurable changes in behavior that directly reduce the likelihood of a security incident.
The evolution from security awareness to HRM marks a significant shift in how organizations manage their biggest security variable: people. Traditional awareness programs operate on the principle of teaching, hoping that knowledge translates into secure behavior. A modern Human Risk Management strategy, however, operates on the principle of measurement and action. It acknowledges that people make mistakes and focuses on what they do, not just what they know. By continuously measuring behavior and correlating it with identity and threat data, an HRM platform can identify risky patterns and guide individuals with personalized, timely interventions before those patterns lead to a breach. This transforms security from a periodic training event into an ongoing, adaptive process.
Choosing the right Human Risk Management (HRM) platform means looking beyond basic features. A modern solution should function as an intelligent system that actively reduces risk, not just a passive tool for tracking training completion. It needs to provide deep visibility into your organization's risk landscape and give your team the tools to act decisively. As you evaluate vendors, focus on platforms that offer a comprehensive, data-driven approach to securing your workforce.
The most effective platforms are built on four key pillars: predictive intelligence, personalized guidance, actionable analytics, and a true AI-native architecture. These features work together to help you move from a reactive security posture to a proactive one, preventing incidents before they happen.
A modern HRM platform must be able to anticipate risk. Instead of just reacting to security mistakes, it should use data to understand and forecast where the next incident is likely to originate. This requires collecting and correlating hundreds of signals across your security stack. By analyzing data from identity and access systems, real-time threat intelligence, and employee behavior, the platform can identify risk trajectories before they lead to a breach. This predictive capability allows your team to focus its resources on the individuals and access points that pose the greatest threat, making your security efforts more efficient and effective.
Generic, one-size-fits-all training is no longer enough. A key feature of an advanced HRM platform is its ability to deliver personalized guidance at the moment of need. Think of it as real-time security coaching. When an employee exhibits risky behavior, the platform should provide an immediate, contextual intervention, such as a targeted micro-training module or a policy reminder. This approach stops risky actions in their tracks and reinforces secure habits over time. This ensures that your security program is not just about awareness, but about driving measurable behavioral change across the organization.
Data is only useful if it leads to action. While some platforms provide simple risk scores or grades, a truly modern solution offers deep, actionable analytics. Your security team needs more than just a number; they need to understand the "why" behind the risk. Look for a platform that provides clear, evidence-based recommendations and detailed reporting on risk trends. This level of insight allows you to make informed decisions, justify security investments, and demonstrate the value of your HRM program to leadership. The goal is to transform raw data into a clear roadmap for risk reduction.
The role of AI is a critical differentiator among HRM vendors. Many platforms are "AI-enhanced," meaning they have added AI features to an existing architecture. An "AI-native" platform, however, is built from the ground up with AI at its core. This fundamental difference allows an AI-native system to more effectively process and correlate billions of data points from disparate sources. It can identify complex patterns and automate 60-80% of routine remediation tasks with human-in-the-loop oversight. This architecture is essential for building a proactive Human Risk Management program that can scale with your organization and adapt to emerging threats.
An effective Human Risk Management (HRM) program is built on a data-driven foundation. A vendor’s ability to integrate and analyze data from multiple sources is what separates a basic awareness tool from a strategic risk management platform. Simply collecting data isn't enough; the real value comes from correlating disparate signals to create a unified, contextualized view of your risk landscape. Without this, you’re left with isolated metrics that don’t tell the full story.
When evaluating vendors, look for a platform that can ingest and correlate data across three critical pillars: human behavior, identity and access systems, and real-time threat intelligence. This comprehensive approach allows you to see not just what your people are doing, but also what they have access to and the specific threats targeting them. A truly modern HRM platform moves beyond simple risk scores to provide predictive insights, helping your team identify and act on risk trajectories before they lead to an incident. This analytical depth is the engine that powers proactive risk reduction.
Understanding who has access to what is a fundamental piece of the human risk puzzle. A strong HRM platform must integrate with your identity and access management (IAM) systems to correlate user roles and permissions with their actions. This connection is crucial for identifying your highest-risk users. For example, an employee in finance who repeatedly fails phishing simulations poses a much greater threat than an intern with limited system access exhibiting the same behavior.
By correlating identity data with behavioral signals, you can prioritize interventions where they matter most. This allows you to move away from generic, one-size-fits-all training and toward a targeted approach that addresses the specific vulnerabilities of high-impact individuals and roles. This level of data-driven insight is essential for making your security efforts both efficient and effective.
While identity data tells you about potential impact, behavioral data shows you the likelihood of an incident. Your evaluation should focus on how a platform analyzes user actions, such as interactions with phishing simulations, engagement with training, and risky online activities. But behavior alone is still only part of the picture. A leading HRM platform enriches this analysis by integrating real-time threat intelligence.
This combination allows you to see if a user with risky habits is also being actively targeted by a threat campaign. This is the difference between knowing a window is unlocked and knowing a burglar is walking up the driveway. By layering threat intelligence over behavioral patterns, the platform can provide a dynamic, real-time view of your most pressing risks, enabling your team to intervene with precision and prevent incidents.
In today's enterprise, risk is no longer exclusively human. AI agents, service accounts, and other non-human actors interact with critical systems and data, creating new and complex vulnerabilities. A forward-looking HRM vendor must provide visibility into this emerging risk surface. Your assessment should include whether the platform can monitor and analyze the activity of these AI agents and other non-human entities.
This capability is a key differentiator of an AI-native platform. It demonstrates that the vendor understands the evolving nature of work and security. By extending monitoring to non-human actors, you can ensure that automated processes are not introducing unforeseen risks or being exploited by attackers. This holistic view across both human and machine-driven activity is essential for securing the modern enterprise.
Once you have a shortlist of vendors, it's time to look under the hood. The right questions can reveal whether a platform is truly built for the demands of modern security or is simply a legacy tool with a new coat of paint. A vendor should be able to clearly articulate not just what their platform does, but how it works and how it will grow with you. This is your opportunity to validate their claims and ensure their solution aligns with your organization's strategic goals for risk reduction.
When evaluating a Human Risk Management (HRM) platform, you need to ensure its technical foundation can support your organization today and in the future. A scalable architecture is critical for handling a growing volume of data signals from diverse sources without compromising performance. Ask vendors if their platform is cloud-native and how it manages data ingestion from potentially hundreds of systems. A robust platform should seamlessly expand as you add more users, data sources, and integrations, ensuring that your ability to predict and prevent risk keeps pace with your organization's growth.
Security and compliance are non-negotiable. The HRM platform you choose will handle sensitive data about your employees and security posture, so it must meet the highest standards. Inquire about the vendor’s security certifications, such as SOC 2 Type II and ISO 27001, which demonstrate a commitment to rigorous security controls and operational processes. You should also verify their ability to support your compliance with regulations like GDPR and CCPA. A vendor’s investment in these certifications is a clear indicator of their maturity and dedication to protecting your data, which is a critical factor in your final decision.
A modern HRM platform cannot operate in a silo. Its value multiplies when it integrates smoothly with your existing security ecosystem, including your SIEM, IAM, and EDR tools. Ask potential vendors about their API access and the availability of pre-built connectors for common security platforms. Strong integration capabilities allow the platform to pull crucial data from your identity, behavior, and threat intelligence systems. This creates a unified view of human risk and enables the platform to push actionable insights back into your other security tools, streamlining your overall security operations.
The most powerful platform is useless if your team doesn't use it. The user experience is a major factor in adoption, both for your security team and for the employees receiving interventions. For your team, the platform should be intuitive, making it easy to analyze data, identify risk, and orchestrate responses. For employees, the experience with micro-trainings and nudges should be engaging and helpful, not disruptive. Don’t just rely on a sales pitch; ask for a live demo or a trial in a sandbox environment to assess the platform’s usability for yourself.
Choosing a Human Risk Management (HRM) platform is a significant investment, and the price tag is only one part of the equation. True value comes from a platform’s ability to deliver measurable risk reduction and operational efficiency. A lower-priced tool that fails to change employee behavior or prevent incidents offers a poor return. Conversely, a more significant initial investment can pay for itself many times over by stopping a single major breach.
To make an informed decision, you need to look beyond the subscription fee and evaluate the total cost of ownership against the potential return on investment (ROI). This means understanding how vendors structure their pricing, accounting for implementation and support costs, and defining how you will measure the platform’s financial impact. A comprehensive Human Risk Management toolkit can provide a structured framework for this evaluation, ensuring you compare vendors on an equal footing. By focusing on outcomes rather than just features, you can build a strong business case that aligns security goals with financial performance.
Most software-as-a-service (SaaS) platforms, including many HRM solutions, use a per-employee-per-month (PEPM) pricing model. While pricing for specialized security platforms varies, it’s helpful to have a general benchmark. Some related enterprise software can range from $8 to $30 PEPM, but this often depends on the scale of your organization and the specific capabilities you need.
When evaluating vendors, ask for a transparent breakdown of their pricing tiers. Find out exactly which features are included at each level. Does the base price include advanced analytics, API access, and integrations, or are those considered add-ons? Understanding these details is critical for avoiding unexpected costs as your program matures. A vendor’s willingness to provide a clear, detailed quote is often a good indicator of their transparency as a partner.
The subscription fee is rarely the final cost. Implementation and ongoing support can significantly impact your total investment, so it’s crucial to account for them upfront. Ask potential vendors about one-time setup fees, data migration assistance, and the costs associated with integrating the platform with your existing security stack, such as your SIEM or identity provider.
Beyond initial setup, consider the long-term support model. Is standard support included, or will you need a premium package for dedicated assistance? Factor in the internal resources required to manage the platform and train your team. A vendor that offers robust implementation support ensures a smoother rollout and faster time-to-value. This level of partnership is a key consideration in analyst evaluations like the Forrester Wave™ report, which assesses a vendor’s overall strategy and market presence.
To justify the investment in an HRM platform, you must demonstrate its return. Human Risk Management (HRM), as defined by Living Security, is designed to prevent incidents, and the ROI calculation should reflect that. Start by establishing baseline metrics before implementation. You can then track improvements over time to quantify the platform's impact on security outcomes and financial performance.
Key metrics include a reduction in successful phishing attacks, fewer malware infections originating from user actions, and a decrease in data loss prevention (DLP) alerts. Each prevented incident has a clear financial value, saving your organization from response costs, regulatory fines, and reputational damage. Industry research, like the data found in the Cyentia Institute's Human Risk Report, can help you model the potential cost of an incident. By tying your HRM program to these tangible outcomes, you can clearly articulate its value to executive leadership.
Selecting an HRM platform is a significant investment. The real test comes after implementation, when you need to demonstrate its value to leadership. An effective platform moves beyond simple completion rates for training modules and provides concrete metrics that show a measurable reduction in risk. The goal is to prove that your security posture is improving because employee and AI agent behaviors are becoming more secure. This means tracking leading indicators of risk, not just lagging indicators like security incidents.
A modern HRM platform should provide clear, actionable analytics that connect your team’s efforts to tangible business outcomes. When you can show a direct correlation between targeted interventions and a decrease in risky activities, you build a powerful case for your program’s continued success. This data-driven approach helps you justify budget, gain executive buy-in, and mature your security culture. It shifts the conversation from security as a cost center to security as a strategic business enabler.
The primary measure of an HRM platform's success is its ability to drive positive behavioral change. It’s not enough to simply conduct training; you need to see if that training translates into safer habits. An effective platform helps you measure human risk by analyzing real-world signals across employee behavior, identity systems, and threat intelligence. Look for platforms that can establish a baseline risk score for individuals and groups, then track how those scores change over time in response to targeted interventions. This allows you to see exactly which actions are working and which are not, so you can refine your strategy for maximum impact.
Phishing simulations and training are core components of any security program, but their effectiveness can be hard to measure. A simple company-wide click rate can be misleading, as it often hides critical vulnerabilities within specific departments. A strong HRM platform allows you to segment your data by role, team, or access level to identify high-risk pockets. Instead of just tracking who clicked, the platform should help you understand the context behind the click. This deeper analysis, combined with adaptive phishing awareness training, helps you move from generic campaigns to personalized interventions that address specific knowledge gaps and behaviors.
Ultimately, the goal of any security initiative is to prevent incidents. An effective HRM platform should contribute directly to a measurable decrease in security events caused by human or AI agent activity. This is the most critical ROI metric for security leaders. By correlating data from your security stack, the platform should help you draw a clear line between proactive risk reduction activities and a decline in incidents like malware infections, data loss, and credential compromise. The Living Security Platform is designed to predict and prevent these events, allowing you to demonstrate a tangible reduction in the organization's overall attack surface.
A top-tier HRM platform delivers value that extends beyond immediate risk reduction. Over time, it should help you build a more resilient security culture and improve the operational efficiency of your security team. Look for metrics that demonstrate long-term performance, such as sustained improvements in risk scores, increased employee reporting of suspicious activity, and faster remediation of identified risks. As recognized in the Forrester Wave™ report, leading platforms provide the strategic insights needed to not only manage current risks but also anticipate and prepare for future threats, ensuring your program continues to mature and adapt.
Choosing a Human Risk Management (HRM) platform is a long-term commitment. The technology is important, but the company behind it is just as critical. A vendor's reputation, stability, and commitment to innovation will directly impact your success. Evaluating these factors helps you select a true partner who can support your security goals not just today, but as your organization and the threat landscape evolve. This process is about more than just due diligence; it’s about building confidence in your investment and ensuring you have a reliable ally in your mission to reduce human risk across your enterprise.
Independent analyst reports from firms like Forrester and Gartner provide an objective view of the vendor landscape. These reports offer deep insights into a vendor's market position, strategic vision, and product capabilities based on rigorous evaluation criteria and customer feedback. When reviewing these assessments, look for vendors who are recognized by leading analysts as leaders or strong performers. This recognition often signals a mature product, a clear vision for the future, and a proven track record of customer success. Analyst reports can save your team significant time by providing a vetted shortlist of vendors who meet key industry benchmarks for innovation and performance.
A great platform with poor support can quickly lead to user frustration, low adoption, and a failed implementation. Your vendor’s support model is a crucial component of your long-term partnership. Before making a decision, get a clear understanding of their support structure. Ask specific questions about their service level agreements (SLAs), support channels, and whether you will have a dedicated customer success manager. Go beyond the sales pitch by asking for customer references and checking peer review sites to learn about real-world experiences. A vendor who is confident in their service will be transparent and eager to connect you with satisfied customers.
The field of Human Risk Management (HRM), as defined by Living Security, is constantly evolving, especially with the introduction of new risks from AI agents. A vendor’s product roadmap is a window into their vision and their ability to address future challenges. Look for a partner who is investing in forward-thinking capabilities, such as predictive intelligence and autonomous remediation. A static platform will quickly become obsolete. Ask vendors to walk you through their roadmap for the next 12 to 18 months. A true innovator will be able to articulate a clear strategy that aligns with your organization’s long-term security goals and demonstrates a deep understanding of the emerging threat landscape.
The stability and market position of a vendor are strong indicators of their viability as a long-term partner. You are investing significant resources into this platform, and you need assurance that the vendor will be around to support and enhance it for years to come. Investigate the company’s history, financial stability, and the size and profile of their customer base. A vendor with a strong portfolio of enterprise clients demonstrates that their platform is scalable, secure, and trusted by large, complex organizations. Choosing a market leader helps mitigate risk and ensures you are partnering with a company that has the resources to innovate and grow with you. You can use a purchasing toolkit to structure this part of your evaluation.
Selecting a Human Risk Management (HRM) platform is a critical decision that directly impacts your organization's security posture. The right platform can transform your approach to security, shifting it from reactive incident response to proactive risk prevention. However, the selection process is filled with potential missteps that can lead to wasted resources, low adoption, and a solution that fails to deliver meaningful results. A poorly chosen platform doesn't just affect the security team; it impacts every employee and every business decision that depends on a strong security culture.
Many organizations fall into common traps, like getting distracted by flashy features that don't align with core objectives or failing to consider how a new tool will integrate into their existing ecosystem. A successful evaluation requires a strategic approach, one that prioritizes measurable outcomes and involves key stakeholders from across the business. By understanding these common pitfalls, you can create a more effective evaluation process and choose a partner who will help you build a data-driven program that makes human risk visible, measurable, and actionable.
It’s easy to get lost in a long list of features during a product demo. One vendor might highlight dozens of training modules, while another showcases complex reporting dashboards. While these features may seem impressive, they are meaningless without a clear connection to your desired outcomes. The primary goal of any HRM platform should be to reduce risk. Instead of asking "What can this platform do?" you should be asking "How will this platform help us achieve a 50% reduction in phishing clicks?" or "How does this tool provide the data to predict and prevent data loss incidents?"
The most effective platforms are designed to drive specific results. A true partner will help you define your goals and demonstrate exactly how their solution will help you meet them. Focus your evaluation on vendors who can provide clear evidence of their platform's impact on key metrics like incident reduction and behavioral change.
An HRM platform cannot operate in a silo. To be effective, it must integrate seamlessly with your existing security and IT infrastructure, including identity providers, threat intelligence feeds, and communication tools. A lack of integration creates data gaps and forces your team into manual, time-consuming work, ultimately undermining the platform's value. A disconnected system can lead to inefficient processes and increased support demands, hindering your ability to manage risk effectively.
It is also critical to involve all relevant stakeholders in the selection process. Your SOC/IR, GRC, and IT teams all have unique requirements and workflows that the platform will impact. Gathering their input ensures the chosen solution meets the needs of the entire organization, not just one department. A platform with a robust API and integration capabilities is essential for building a cohesive security ecosystem.
In the face of mounting pressure to address human risk, it can be tempting to fast-track the vendor selection process. However, making a decision based on a single demo or a persuasive sales pitch is a recipe for buyer's remorse. A thorough evaluation is essential to ensure the platform can meet your specific technical and operational requirements. Skipping a comprehensive RFP process or a proof-of-concept can leave you with a system that lacks critical capabilities you only discover after implementation.
Take the time to conduct due diligence. This includes checking vendor references, running a pilot program with a small user group, and pressure-testing the platform's data analysis and reporting features. Using a structured framework, like a purchasing toolkit, can help you compare vendors systematically and make an informed decision based on data, not just promises.
Implementing a new HRM platform is more than a technical project; it is a significant cultural shift. The success of the initiative depends heavily on how well you prepare your organization for the change. Without a solid change management plan, even the most advanced platform will struggle to gain traction. This involves securing executive buy-in, clearly communicating the "why" behind the new program, and providing adequate training for both security teams and end-users.
Your chosen vendor should act as a partner in this process, offering resources, best practices, and support to drive adoption. A vendor who simply hands over the keys and disappears after the sale is not invested in your success. Look for a partner who understands the importance of change management and has a proven methodology for helping organizations like yours build a sustainable, risk-aware culture. The goal is to find a comprehensive solution that includes both powerful technology and expert guidance.
Choosing the right Human Risk Management (HRM) platform is a strategic decision that impacts your entire security posture. A structured evaluation framework removes guesswork and ensures you select a partner that aligns with your organization's specific needs and long-term goals. This process helps you move beyond feature comparisons to assess true value and potential for risk reduction. Here’s how to build a framework that leads to a confident decision.
A vendor scorecard is your most valuable tool for an objective, data-driven comparison. Instead of relying on memory or demo highlights, a scorecard lets you systematically rate each vendor against your must-have criteria. This includes everything from predictive intelligence capabilities and data integration to pricing and customer support. Selecting the right HRM vendor requires careful planning and a focus on your long-term needs. A well-designed scorecard ensures you choose a system that supports your security goals, scales with your business, and delivers measurable value. You can use our Human Risk Management Toolkit to get started with templates and checklists.
Your HRM platform will be used by multiple teams, so their input is critical. Involving stakeholders from your Security Awareness, GRC, and SOC/IR teams early in the process is essential for success. Neglecting to include these groups can halt the evaluation if a key requirement is missed. Each team brings a unique perspective: your SOC team may prioritize real-time threat data correlation, while your GRC team needs robust reporting for compliance. By gathering these requirements upfront, you create a comprehensive list of needs and build internal consensus, ensuring the chosen platform serves the entire organization effectively. This collaborative approach prevents delays and ensures the solution addresses all critical security challenges.
Your final selection criteria should focus on outcomes, not just features. Choosing the wrong platform can lead to inefficient processes, low adoption, and increased support demands from your IT team. Before you make a final decision, define what success looks like for your organization. Will the platform help you reduce incidents by a specific percentage? Does it provide the predictive insights needed to act before a threat materializes? Key criteria should include the vendor’s ability to scale, the quality of their support, and their product roadmap. Industry evaluations, like the Forrester Wave™ report, can also provide an objective benchmark for comparing vendors against critical capabilities.
How is Human Risk Management (HRM) different from traditional security awareness training? Think of it as the difference between a final exam and ongoing, personalized coaching. Traditional security awareness training focuses on compliance, testing what employees know through annual courses or phishing simulations. Human Risk Management (HRM), as defined by Living Security, focuses on what employees do. It's a continuous, data-driven process that analyzes real-world signals across behavior, identity, and threat intelligence to understand and predict risk, then guides individuals with targeted interventions at the moment of need.
You mention "AI-native" vs. "AI-enhanced." What does that actually mean for my security team? This is a crucial distinction in how a platform is built. An "AI-enhanced" platform typically bolts on AI features to an older system, which can limit its ability to process and correlate data effectively. An "AI-native" platform, like ours, is built from the ground up with AI at its core. This architecture allows it to analyze billions of data points from hundreds of sources simultaneously, identify complex risk patterns, and autonomously handle 60-80% of routine remediation tasks, all with human oversight. For your team, this means less manual work and more precise, predictive insights.
How does an HRM platform actually predict risk before an incident happens? Prediction comes from context. A platform that only looks at training scores or phishing clicks is missing the bigger picture. A modern HRM platform achieves predictive intelligence by correlating data across three critical pillars: employee behavior, identity and access systems, and real-time threat intelligence. This allows the system to see not just that an employee is engaging in risky behavior, but also that they have access to critical data and are being actively targeted by a threat actor. This multi-dimensional view is what allows the platform to identify risk trajectories and flag potential incidents before they occur.
How can I prove the value of an HRM platform to my leadership? You can prove its value by connecting security activities to measurable business outcomes. Instead of reporting on training completion rates, you can present a clear reduction in security incidents. An effective HRM platform provides the data to show a decrease in successful phishing attacks, malware infections, and data loss events. By establishing a baseline before implementation, you can track these metrics over time and calculate a clear return on investment based on the cost of prevented breaches.
Does an HRM platform require a lot of manual work from my already busy security team? Quite the opposite. A modern HRM platform is designed to make your team more efficient, not add to their workload. The goal is to automate the routine tasks that consume your team's time. By using an AI guide like Livvy, the platform can autonomously handle many remediation actions, such as sending targeted micro-trainings or policy nudges, while keeping your team in control with human-in-the-loop oversight. This frees up your security professionals to focus on strategic initiatives and high-priority threats.
Crystal Turnbull is Director of Marketing at Living Security, where she leads go-to-market strategy for the Human Risk Management platform. She partners closely with CISOs and security leaders through executive roundtables and industry events, helping organizations reduce human risk through behavior-driven security programs. Crystal brings over 10 years of experience across lifecycle marketing, customer marketing, demand generation, and ABM.