Salary variations across human resource management master's specializations often reflect deeper labor market dynamics rather than simple demand metrics. Specializations with concentrated leadership roles or those requiring advanced technical skills frequently command higher pay, correlating with evolving employer expectations for strategic HR functions.
Credentialing requirements and scarcity in niche expertise create barriers that influence compensation more than baseline program rigor. Additionally, sector-specific compensation frameworks and geographic labor imbalances shape wage floors and ceilings within HR fields. Understanding these factors enables a nuanced comparison of specializations, offering insight into how salary aligns with professional pathways, workload complexity, and long-term advancement potential.
Key Benefits of the Highest-Paying Human Resource Management Master's Specializations
Specializations focused on data analytics reflect a 2024 SHRM report indicating 65% of HR leaders prioritize analytics proficiency, signaling workforce shifts toward evidence-based decision-making and influencing hiring preferences.
Executive compensation modules often require longer program durations, creating a tradeoff between specialization depth and opportunity cost, critical for professionals balancing career advancement with education investment.
Organizational development tracks align with increasing employer demand for change management expertise, impacting long-term career adaptability amid accelerating business transformation pressures.
What Are the Top-Paying Careers for Human Resource Management Master's Graduates?
Salary potential in human resource management careers aligns closely with specialization, sector demand, and the strategic value a role delivers to an organization. Compensation disparities emerge from factors such as technological integration, regulatory complexity, and leadership accountability rather than degree attainment alone.
These economic pressures and evolving workforce priorities define which human resource management master's graduates can command premium pay.
HR Directors and HR Vice Presidents ($120,000-$180,000): These executive roles carry the weight of shaping entire HR strategies within organizations, overseeing talent acquisition, retention, and compliance at a scale that directly influences company performance. The elevated pay stems from managing high-stakes decision-making, integrating complex labor laws, and fostering leadership pipelines amidst intense competitive pressures reported by the U.S. Bureau of Labor Statistics.
Compensation and Benefits Managers ($115,000-$140,000): Specialists focused on designing pay structures that attract and retain top talent command strong salaries because they balance internal equity with market-backed incentives. Their expertise requires keeping pace with shifting regulatory environments and economic trends, which directly impacts organizational cost management and employee satisfaction.
Organizational Development and Change Management Specialists ($95,000-$135,000): These professionals lead workforce transformation initiatives critical to maintaining agility in disruptive industries. Their roles necessitate not only understanding human factors but applying data-driven and behavioral science insights to reduce transition risks and optimize change adoption, factors that justify their mid-high salary range.
Labor Relations Specialists ($75,000-$110,000): Handling complex union negotiations and compliance, these specialists protect organizations from costly disputes and regulatory penalties. The increasing intricacy of labor laws combined with sector-specific demand elevates compensation, especially for those with deep legal expertise and conflict resolution skills.
HR Analytics Managers ($90,000-$130,000): As HR functions grow more data-centric, managers who can merge quantitative analysis with workforce strategy gain a notable advantage. Their scarcity and ability to inform predictive talent decisions drive salaries upward in line with industry trends, as valuated by Glassdoor and labor market reports.
Talent Acquisition Managers ($90,000-$125,000): With an emphasis on executive and STEM recruitment, these managers face intense competition for niche skill sets, justifying a robust salary. Their strategic sourcing expertise directly affects organizational innovation capacity, which is a key driver behind premium compensation.
Training and Development Directors ($85,000-$120,000): Leading corporate learning agendas positions these professionals at the intersection of skill development and strategic growth. Compensation reflects the impact of cultivating workforce capabilities that align tightly with evolving business strategies and industry requirements.
HR Consultants ($80,000-$130,000): Independent consultants advising multiple organizations often command higher fees due to their breadth of expertise and ability to tailor solutions to diverse compliance and operational challenges. Their compensation reflects both market demand and the entrepreneurial risks they absorb.
Diversity and Inclusion Officers ($85,000-$115,000): In response to growing social and regulatory pressures, these officers have become essential in embedding equity and cultural competence within organizations. Their increasing strategic importance underlies their salary range, supported by demand for measurable inclusion outcomes.
Workforce Planning Analysts ($80,000-$110,000): Although less frequently highlighted, these analysts optimize staffing models using advanced analytics, playing a critical role in controlling labor costs and enhancing workforce productivity. Their specialized skills fill a niche that directly impacts the bottom line, aligning with top salary jobs for human resource management master's graduates.
The distinctions among these roles demonstrate that specialization, technical scarcity, and organizational impact heavily influence compensation trajectories. Master's graduates should weigh these factors critically alongside the financial and time commitments required for developing niche expertise.
Which Industries Pay the Highest Salaries for Human Resource Management Master's Graduates?
Variations in salary for human resource management master's graduates across industries primarily reflect broader economic pressures, operational risks, and the specialized demands of applying HR expertise within distinct sectors. The market value of human resource management skills escalates in environments where workforce strategy directly impacts profit margins, regulatory compliance is complex, and talent acquisition involves highly specialized or scarce skill sets.
The following ranked list identifies the top 10 highest-paying industries for human resource management master's graduates, drawing on data from sources such as the U.S. Bureau of Labor Statistics, PayScale, Robert Half, and recent labor market reports to contextualize compensation within each sector's structural and workforce realities.
Technology (Estimated $85,000-$140,000): Tech companies operate at the nexus of innovation and rapid growth, creating intense competition for specialized talent. Human resource management professionals here often manage complex workforce models including remote arrangements, stock-based incentives, and diverse teams. According to PayScale and Robert Half, compensation rises to reflect both the high revenue scale and the strategic necessity of talent retention amid fast-paced change.
Finance and Banking ($80,000-$135,000): The heavy regulatory burden and need for rigorous risk management in finance increase the strategic complexity of HR roles. These positions demand expertise in compliance and executive talent management, which directly affect firm valuation. U.S. Bureau of Labor Statistics data confirm that these factors justify significantly higher wages compared to less regulated sectors.
Healthcare ($75,000-$130,000): The healthcare sector demands human resource management professionals skilled in navigating credentialing, labor shortages, and healthcare-specific regulations post-pandemic. PayScale highlights above-average HR salaries here due to operational pressures coupled with strict compliance requirements and the need for leadership in organizational restructuring.
Pharmaceuticals ($77,000-$125,000): Pharmaceutical companies blend the challenges of healthcare and technology, requiring HR specialists to handle R&D talent acquisition and management within stringent FDA and international regulatory frameworks. These complexities elevate compensation levels, supported by Robert Half analyses that link HR remuneration to the industry's innovation intensity and compliance risk.
Legal Services ($72,000-$120,000): Legal firms and corporate legal departments often require HR professionals adept at managing talent in a high-stress, competitive environment with strong compliance oversight. Lightcast employment reports indicate elevated salary tiers owing to the critical role HR plays in managing risk and maintaining workforce quality amid evolving legal landscapes.
Management Consulting ($70,000-$115,000): The consulting sector values human resource management graduates who can support client-facing strategic talent planning and change management initiatives. Compensation levels reflect the premium placed on adaptability and expertise across diverse industries, as detailed by Glassdoor salary analyses.
Energy and Utilities ($68,000-$110,000): Energy firms confront cyclical market volatility and heightened regulatory scrutiny, particularly in environmental and safety compliance. Human resource management professionals overseeing workforce planning and skilled labor retention earn higher salaries, supported by PayScale data emphasizing the operational risks managed through these roles.
Manufacturing ($65,000-$105,000): Complex supply chains and technological modernization efforts increase the strategic importance of HR in manufacturing. U.S. Bureau of Labor Statistics notes competitive pay reflecting the need to manage union relations, skills development, and labor efficiency in a sector under continuous transformation.
Philanthropy and Nonprofit ($50,000-$85,000): Despite mission-driven appeal, nonprofit organizations typically offer lower salaries due to budgetary constraints and less revenue scale. Human resource management roles here require multifaceted skills but face tradeoffs in pay and often involve geographic concentration in urban centers, according to Robert Half.
Education ($48,000-$80,000): Educational institutions require human resource management professionals who navigate public sector constraints and unionized environments. Glassdoor data show that salary levels remain modest relative to private sectors, reflecting lower revenue streams and constrained operational budgets despite the strategic importance of talent management in academia.
Which Human Resource Management Specializations Have the Strongest Job Outlook?
Job outlook in human resource management reflects forward-looking workforce demand shaped by economic transitions and technology adoption, rather than present employment volume. Specializations aligned with evolving industry challenges like digital transformation, regulatory complexity, and shifting talent markets demonstrate stronger growth potential and resilience against automation.
Talent Acquisition and Recruitment Analytics: This specialization benefits from increasing reliance on data-driven hiring strategies across sectors such as technology, healthcare, and manufacturing. According to the U.S. Bureau of Labor Statistics, HR roles centered on recruitment are projected to grow faster than average due to intensifying competition for specialized skills and the need to optimize hiring processes. Mastery of recruitment metrics and applicant tracking systems offers a durable edge amid evolving labor supply dynamics.
Compensation and Benefits Management: Sustained demand here stems from organizations' persistent need to tailor pay structures and incentive programs that align with both compliance demands and market fluctuations. Inflationary pressures and the desire to retain talent maintain a stable labor market for specialists in this realm. While less flashy than tech-driven roles, compensation experts benefit from steady, less volatile job prospects backed by regulatory influence and cost-control imperatives.
Labor Relations and Compliance: Specialists in this field navigate complex employment laws and union dynamics, roles that experience cyclical demand tied to industry-specific regulatory scrutiny. Despite occasional volatility, expertise in legal adherence and dispute resolution remains critical in sectors with strong union presence. The increasing complexity of workplace regulations enhances the value of professionals in this space, albeit with exposure to industry-specific risk.
Diversity, Equity, and Inclusion (DEI) Management: Accelerating interest in DEI reflects rising organizational prioritization of cultural transformation and equitable policy enforcement. Though still emerging, this specialization's growth outpaces baseline HR expansions according to recent workforce analyses by McKinsey. Professionals who can embed DEI strategies across organizational functions gain strategic influence amid intensified social and reputational pressures.
HR Information Systems (HRIS): Digital transformation shapes demand for HRIS experts who integrate technology with human capital analytics. With increasing employer investment in HR platforms, this hybrid role offers consistent expansion opportunities. The specialization requires continuous skill updating but signals long-term stability due to its centrality in operational efficiency and data-driven workforce management.
One human resource management graduate who pursued talent acquisition shared how early in their career they hesitated between recruitment analytics and compensation management. The deciding factor was witnessing a sharp increase in demand for specialists skilled in analyzing recruitment funnel metrics during a hiring surge at a mid-sized tech firm.
While mastering complex data tools proved daunting, the urgency of finding qualified candidates made their expertise immediately valuable. Over time, this professional observed that their ability to blend analytics with human judgment insulated their role from automation threats common in transactional HR tasks, confirming the practical advantage of their chosen specialization.
Which Human Resource Management Master's Specializations Have the Best Long-Term Salary Growth?
Long-term salary growth in human resource management master's specializations depends less on entry-level pay and more on career progression ceilings, scarcity of senior talent, and evolving industry demands. Some fields may begin with modest salaries but experience substantial compounding earnings over time due to shifting labor market structures and leadership pipelines.
Strategic HR Management: This specialization aligns HR with core business strategies, creating a pathway to senior leadership roles that command premium salaries. Workforce analyses from the U.S. Bureau of Labor Statistics and McKinsey highlight sustained demand for strategic HR professionals as organizations prioritize talent retention and business agility, driving strong salary growth as experience accrues.
Talent Analytics and HR Data Science: With the growing reliance on data-driven decision-making, specialists in workforce analytics see accelerated salary growth. Glassdoor Economic Research notes their increasing value as companies integrate advanced analytics to optimize talent acquisition and retention, creating a scarcity of highly skilled professionals with combined HR and data expertise.
Compensation and Benefits Management: Despite traditionally mid-level positioning, this area benefits from expanding regulatory complexity and globalization of benefits programs. PayScale data underscore steady income increases for experts who master these nuances, as organizations require advanced skills to navigate compliance and competitive compensation structures long-term.
Organizational Development and Change Management: Professionals guiding cultural change and transformation experience rising salary trajectories, particularly in sectors facing rapid digital adaption. Lightcast labor trends reveal that as industries evolve, these specialists become crucial agents of change, driving demand and compensation upward as their strategic impact grows.
Prospective students must weigh these long-term trajectories against their aptitude and industry preferences. For example, those exploring cross-disciplinary options might consider a criminology degree online alongside HR expertise for combined employability in regulatory or compliance-driven roles.
What Skills Lead to the Highest Salaries in Human Resource Management Careers?
Salary outcomes in human resource management frequently relate more directly to specialized skill sets than to broad credentials or general knowledge. Mastery of certain competencies enables professionals to secure senior roles or penetrate higher-paying sectors faster, according to 2024 labor statistics from the U.S. Bureau of Labor Statistics and PayScale data.
These skills signal strategic impact, technical complexity, and leadership capacity that employers reward with elevated compensation.
Strategic Workforce Planning: This skill drives higher salaries by linking HR initiatives with overarching business goals. Data from Glassdoor Economic Research shows that those adept at forecasting talent needs and optimizing recruitment influence revenue growth and operational efficiency, justifying premium pay.
HR Analytics Proficiency: Advanced analytical capabilities-such as interpreting engagement metrics and turnover predictions using sophisticated HRIS tools-are increasingly scarce and valued. PayScale confirms that analytics expertise often accelerates promotion trajectories due to its role in predictive decision-making and cost management.
Change Management Expertise: Professionals skilled in navigating organizational transformations command higher wages because they reduce disruption during strategic shifts, a priority highlighted in recent McKinsey workforce reports addressing digital adaptation.
Regulatory Compliance Skills: Mastery in complex labor laws mitigates litigation risks and operational fines, a responsibility that correlates with above-average compensation, supported by analyses from the U.S. Department of Labor.
Leadership and Coaching Abilities: Effective leaders who shape culture, mentor teams, and elevate performance drive business outcomes, leading to sustained salary growth as documented by Lightcast's 2024 talent demand projections.
A human resource management master's graduate recalled uncertainty during the rolling admissions process that affected early career preparation. After submitting materials on a tight deadline, they hesitated to accept interview invitations without clarity on admission timing, which delayed networking with prospective employers.
The eventual acceptance sparked relief, underscoring how strategic timing and patience during application stages can influence the pathway to roles where high-value skills translate into better remuneration.
Which Certifications Increase Salary Potential After Graduation?
Certifications in human resource management function as strategic labor market signals that often accelerate salary growth by unlocking access to specialized roles, enhancing credibility in competitive hiring processes, and shortening time-to-promotion in technical or leadership tracks. Rather than optional add-ons, they validate skills and align candidates with employer expectations and industry demands.
Professional in Human Resources (PHR): By focusing on operational HR skills such as workforce planning and employment law, the PHR certification corresponds with entry to mid-level HR roles. PayScale and Glassdoor Economic Research show that PHR holders typically realize a 10% to 15% salary increase due to employer recognition of validated, practical expertise. However, the salary uplift often plateaus without further specialization or leadership development, limiting long-term growth within higher management tracks.
Senior Professional in Human Resources (SPHR): Targeting senior-level responsibilities, this certification emphasizes strategic HR leadership and policy formulation. Lightcast workforce data indicate SPHR-certified professionals earn 15% to 25% more than non-certified peers, reflecting employer demand for strategic decision-making skills critical in director or executive roles. The credential signals readiness for higher compensation tiers and complex organizational influence.
Certified Compensation Professional (CCP): With a specialized focus on compensation management and total rewards, the CCP credential aligns with industries like technology and finance where compensation strategy directly impacts organizational success. Glassdoor data support salary increases up to 20% among CCP holders, though this certification suits those pursuing niche HR functions rather than generalist paths, making its career utility and salary impact more context-dependent.
Graduates evaluating human resource management certifications must balance time and financial investment against the credential's relevance to their specialization and employer recognition within target sectors. Strategic acquisition paired with applicable experience best facilitates sustainable salary growth and employability.
For broader educational comparisons, some professionals also examine credentials from other domains such as bookkeeping certificate programs, which illustrate how certification can serve diverse career trajectories.
How Do Online and Campus Specialization Salaries Compare?
Salary differences between online and campus-based master's specializations in human resource management are less about the mode of delivery itself and more about factors like curriculum rigor, experiential learning opportunities, and program reputation. Employers often scrutinize whether a program offers applied projects, internships, or cohort-based interaction, which can enhance skill acquisition and networking.
According to data from the National Center for Education Statistics in 2024, graduates from accredited online human resource management programs tend to start with median salaries about 5-7% lower than those from on-campus peers, but this gap narrows considerably when the online program is tied to a research-intensive institution or has strong industry affiliations.
Working professionals pursuing online degrees frequently balance part-time study with employment, which can delay early salary acceleration relative to full-time campus students who benefit from more robust internship pipelines and face-to-face networking. These campus environments often provide in-person access to recruiters and peer collaboration that translate into quicker labor market entry and higher initial compensation.
Meanwhile, online students may gain from greater flexibility and the ability to immediately apply learning on the job, potentially leading to steadier growth over time despite a slower start in earnings. Employer acceptance of online credentials is becoming more nuanced, especially in organizations where demonstrated skills and specialization matter more than program format.
Online human resource management master's with integrated real-world projects and direct industry partnerships can close compensation gaps by signaling practical readiness. Ultimately, salary trajectories diverge or converge based on how well a program's structure aligns with labor market demands, networking accessibility, and specialization focus-not simply on whether the degree was earned online or on campus.
Which Specializations Are Best for Career Advancement Among Working Professionals?
Career advancement in human resource management for working professionals is significantly influenced by choosing specializations that align with organizational leadership needs, managerial pathways, and high-impact functional roles. Not all master's tracks deliver equivalent returns on time invested; certain specializations facilitate faster promotion, access to senior roles, and stronger salary growth.
Talent Analytics: This specialization combines HR expertise with data science, enabling professionals to interpret workforce trends and influence evidence-based decision-making. According to Glassdoor Economic Research and PayScale data, roles in talent analytics command salary premiums 15-25% above generalist HR positions, reflecting employer demand for data-driven hiring and retention strategies. For working professionals, talent analytics offers a relatively short learning curve with direct impact on compensation and faster promotion, especially in companies investing heavily in predictive HR models.
Organizational Development: Focused on change management, culture transformation, and leadership coaching, this track aligns with growing organizational needs for managing rapid technological and structural shifts. McKinsey workforce reports highlight that professionals skilled in organizational development often gain access to senior leadership and consulting roles, creating upward mobility through high-level influence on workforce engagement. However, entry typically requires foundational HR experience, making it a medium-term investment with potentially higher career ceilings.
Strategic HR Leadership: Emphasizing alignment of HR with business goals, labor relations, and executive communication, this specialization prepares graduates for HR managerial and director positions that lead to C-suite succession. U.S. Bureau of Labor Statistics data demonstrate strong salary outcomes tied to these roles but also note the longer educational and networking commitments required. This path suits professionals aiming for top-tier leadership with broader organizational responsibility over time.
Are the Highest-Paying Human Resource Management Specializations Also the Most Stressful?
High-paying human resource management master's specializations often entail greater stress levels due to the scale of responsibility, regulatory scrutiny, and decision-making demands tied to these roles. Specializations such as compensation and benefits management and labor relations typically require handling complex legal frameworks and strategic workforce planning, which increases cognitive and emotional workload.
Elevated performance-based accountability and frequent high-stakes negotiations amplify time sensitivity, making these positions more susceptible to burnout. Data from 2024 government workplace studies indicate that these roles carry a notably higher risk of mental strain, linking salary with the intensity of job pressure within the specialization's labor market structure.
However, stress variation within these specializations depends strongly on organizational culture, job design, and available support systems. For instance, factors like job autonomy, team dynamics, and the extent of automation can mitigate or exacerbate workload intensity, even when salaries remain comparable.
Entry-level roles or those with robust institutional backing often face less chronic stress despite lower pay, highlighting a nuanced relationship between the highest-paying human resource management master's specializations, stress levels, and real-world sustainability. Prospective students evaluating compensation must also consider these operational realities and long-term career implications rather than assuming salary directly predicts stress.
For a broader perspective on career options aligned with these tradeoffs, exploring programs such as 'What can you do with an environmental science degree?' can provide additional context on specialization impacts across disciplines.
How Can Students Align Specialization Choices With Long-Term Career Goals?
Choosing a specialization in human resource management is a critical long-term career strategy rather than a mere academic step. Specialization decisions can shape career trajectory, impact earning potential, and open pathways to leadership roles depending on how well they align with industry demand and personal career objectives.
Analyze Labor Market Demand: Review labor reports like those from the U.S. Bureau of Labor Statistics to identify growing niches such as talent acquisition, compensation, or labor relations. Aligning your specialization with these trends increases job stability and salary prospects.
Assess Skill Transferability: Opt for specializations like data analytics or organizational development that provide versatile skills applicable across multiple industries. This flexibility enhances employability in fluctuating markets and protects against sector-specific downturns.
Map Specialization to Career Paths: Understand which specializations fast-track managerial or consultative roles versus those offering slower but steady advancement. This awareness enables balancing immediate employability with long-term leadership opportunities.
Balance Short-Term Access with Long-Term Growth: Some tracks, such as compensation-focused roles, yield quicker salary increases, while others, like leadership development, may offer higher executive-level potential later. Deliberate tradeoffs based on your career horizon are essential.
Consider Lifestyle and Workload: Specializations in labor relations or compliance can involve stressful negotiation and crisis management. Recognize how workload intensity and job stress align with your personal work-life balance priorities and long-term satisfaction.
Students examining human resource management specialization for career advancement should integrate these insights into their long-term career planning in human resource management. For example, further research into niches related to child specialist salary can clarify compensation trends relevant in intersecting fields and support broader strategic decisions.
What Graduates Say About the Highest-Paying Human Resource Management Master's Specializations
Jayce: "After completing my online human resource management master's specialization, I quickly realized that many employers valued practical experience and certifications more than just the degree itself. I focused on building a strong internship portfolio alongside my coursework, which made a significant difference when navigating hiring challenges. The program opened doors, but the real shift happened when I demonstrated tangible skills during the interview process."
Kaizen: "I appreciated the flexibility the online human resource management program offered, especially as I balanced a remote job and family commitments. Entering the workforce sooner than expected was a huge benefit, though I noticed salary growth has its limits without additional licensure. Still, the knowledge gained helped me strategically pivot roles within my company, and I'm optimistic about future advancement opportunities."
Dominic: "The reality after graduating was more nuanced than anticipated. Competing for HR roles without specialized certifications meant I had to be more pragmatic about my career trajectory, often accepting entry-level responsibilities longer than I expected. This experience-driven approach, coupled with understanding workplace dynamics from the program, has helped me plan realistic goals during this transition period."
Other Things You Should Know About Human Resource Management Degrees
How does the curriculum focus of different HRM master's specializations impact employability in top-paying roles?
Specializations that emphasize data analytics, strategic workforce planning, or labor relations tend to align more directly with employer demand for high-impact HR leaders. Programs with a strong quantitative or policy orientation often provide skills that employers associate with higher responsibility levels and salary bands.
Conversely, specializations centered on purely transactional or administrative aspects may limit access to senior roles where compensation peaks. Prospective students aiming for top-paying positions should prioritize programs with measurable business outcomes and strategic decision-making components over those focused on basic compliance or routine HR functions.
To what extent should prospective students weigh workload and program flexibility when choosing a high-paying HRM specialization?
Higher-paying specializations in HRM frequently involve intensive coursework, case studies, and applied projects that simulate complex organizational challenges. While these demand significant time and cognitive effort, they build competencies valued by employers in leadership-track roles.
However, for working professionals or career changers balancing multiple commitments, a less rigid specialization with flexible formats might better sustain completion and skill acquisition. In practice, students targeting top-tier salaries should assess whether they can commit to the rigor required by specialized leadership tracks, as opting for ease or flexibility can dilute potential earnings.
How do employer expectations for specialized HRM knowledge influence the selection between closely ranked high-paying specializations?
Employers seeking candidates for premium HR roles increasingly expect evidence of domain-specific expertise that aligns with organizational challenges, such as talent analytics or organizational development. This means graduates from closely ranked specializations must differentiate themselves through practical experience or project work relevant to these demand areas.
When choosing between similar salary-level specializations, students should examine the extent to which the curriculum includes applied, employer-relevant skills versus theoretical content. A specialization integrating real-world case studies and internships typically better positions graduates for employers' remuneration thresholds.
Is accreditation and program reputation critical when selecting a top-paying HRM master's specialization?
While brand-name recognition can open networking doors, accreditation and program quality markers like faculty expertise and employer connections have more tangible impact on graduate outcomes and salary potential. Students should prioritize programs accredited by respected HR and business education bodies with proven success in graduate placement. Without credible accreditation or a solid professional network, even high-paying specializations may fail to deliver expected returns. Therefore, accreditation and documented graduate salary outcomes should weigh heavily in the decision-making process rather than rankings alone.