X3P: Creating Good Jobs and Productivity in the High-Turnover Care Economy

Masoomeh Khandan

Introduction: Why Service-Sector Jobs Remain “Bad Jobs”

Across advanced economies, service sectors employ a growing share of the labor force, yet many service jobs remain characterized by low pay, high turnover, and limited productivity growth. Long-term and home care represent one of the most extreme examples of this problem. Demand for care services has risen sharply with population aging, but job quality has not improved accordingly. Instead, the sector has settled into a low-wage, high-churn equilibrium, with annual worker turnover rates routinely exceeding 70 percent.[1]

This pattern poses a central puzzle for economists and policymakers concerned with inclusive growth. If demand is rising and labor is scarce, why do wages remain low? Why do firms fail to invest in training, career ladders, or productivity-enhancing technologies? And why have decades of workforce development efforts focused on workers rather than on how firms organize service and jobs?

This case examines X3P, a social enterprise operating in the U.S. home care sector, as an effort to break this equilibrium. X3P’s experience offers new evidence on how firm-level reorganization can simultaneously improve job quality and productivity in a labor-intensive service industry that is widely considered resistant to change. Rather than treating low job quality as an unavoidable feature of care work, X3P approaches it as an outcome of how firms recruit labor, structure work, deploy technology, and share economic surplus.

The case does not present a stylized success story. X3P’s pilot results reveal both meaningful progress and persistent tensions. In doing so, the case sheds light on the economic constraints that shape job quality in service sectors and on the conditions under which “good jobs” strategies can be financially viable.

Sector Failure: Home Care as a Hard Test Case

Home care is often cited as one of the most challenging environments for improving job quality. Several structural features combine to depress wages and productivity. First, labor markets in home care are fragmented. Care is delivered one-to-one in private homes, limiting opportunities for scale, supervision, and peer learning. Workers are frequently scheduled for short visits with multiple clients per day, generating unpaid travel time and unpredictable hours. Second, the workforce is drawn disproportionately from marginalized populations. Home care workers are predominantly women, immigrants, and workers with limited formal education. Many enter the sector through informal caregiving roles and face barriers to advancement or credential recognition. Third, margins are thin and pricing power is weak. A large share of home care is financed through public programs, particularly Medicaid, which sets reimbursement rates that leave little room for wage growth or investment. Private-pay markets offer more flexibility, but competition is intense and consumers are price sensitive. Fourth, turnover is extreme. Industry estimates place annual turnover between 65 and 80 percent in home care, and even higher in institutional long-term care settings. Replacement costs range from $1,500 to $5,000 per worker, consuming resources that could otherwise be invested in training or compensation. High turnover, in turn, discourages firms from investing in workers, reinforcing the cycle.[2]

The result is a classic coordination failure. Firms hesitate to invest in training or wages because workers may leave; workers leave because jobs offer low pay, limited support, and few prospects. Public policy responses have largely focused on the supply side, emphasizing education, credentials, or worker subsidies, while leaving firm behavior and job design largely untouched.

The X3P Hypothesis: Firms as the Binding Constraint

X3P was founded on a different premise: that poor job quality in home care is not primarily the result of worker deficits, but of firm-level organization and incentives. The core hypothesis was that if firms reorganize how care work is produced — through recruitment, training, technology, and support structures — they can raise productivity enough to sustain higher wages and lower turnover.

Rather than competing for the same pool of experienced caregivers, X3P targeted what it termed “hidden workers”: individuals who are willing and able to work but are not effectively reached by standard recruitment or hiring processes, or whose potential remains untapped because employers filter them out due to rigid criteria, lack of credentials, or other barriers — even though they have skills or capabilities that could be productive in the labor market.[3]

X3P paired this recruitment strategy with a deliberately high-investment model of job design. The organization treated training, supervision, and worker support as productive inputs rather than as costs to be minimized. The goal was to create a new equilibrium in which better jobs produced better care, higher retention, and ultimately greater economic sustainability.

Reorganizing Production: The X3P Model

X3P’s model rests on four interrelated pillars.

1. Intensive Training and Professionalization

X3P’s training program substantially exceeds minimum state requirements. New caregivers complete approximately 70 hours of core instruction covering safety, infection control, personal care, communication, ethics, and client rights, aligned with Massachusetts home care standards. Additional specialized modules address dementia care, fall prevention, and cognitive support.

Training extends beyond the classroom. New hires complete supervised field placements with experienced caregivers and participate in ongoing peer learning sessions. The objective is not only compliance, but confidence and competence from the outset.

The cost of this training — approximately $2,000 per worker in the pilot phase — represents a significant upfront investment. X3P viewed this as essential to enabling caregivers to handle more complex cases, reduce errors, and deliver more reliable services.

2. Technology that Complements Labor

X3P deploys digital tools designed to complement caregivers rather than substitute for them. Caregivers use a mobile platform to document visits, record observations, and track client vital signs. In addition, X3P integrates a remote patient monitoring module that enables continuous or periodic monitoring of key health indicators, such as blood pressure, heart rate, oxygen saturation, and mobility-related signals, depending on client needs.

Data collected through both in-person visits and remote monitoring flow into X3P’s care coordination system, where deviations from baseline or predefined thresholds trigger alerts. These alerts enable timely escalation to appropriate stakeholders, including care coordinators, family members, or clinical supervisors, allowing for early intervention when potential health issues arise.

By standardizing information flows, reducing administrative friction, and enabling proactive rather than reactive care, the technology increases the effective productivity of each caregiver. It also allows less experienced workers to operate at a higher level of effectiveness, mitigating some of the risks associated with recruiting from nontraditional labor pools while improving continuity and quality of care.

3. Above-Market Wages Funded by Productivity Gains

X3P pays caregivers $21–24 per hour, roughly 40 percent above the Massachusetts median for home care work. These wages are funded through a combination of higher productivity, better scheduling efficiency, and modestly higher prices charged to families and partners willing to pay for reliability and quality.

Rather than treating wages as an exogenous constraint, X3P treated compensation as an endogenous outcome of how work is organized. Higher wages were central to retention, but only feasible because of complementary investments in training and technology.

4. Community, Supervision, and Worker Voice

To address isolation and burnout, X3P invests in relational infrastructure alongside formal supervision. Caregivers are organized into small teams with designated team captains who serve as first points of contact for day-to-day questions and peer support. These teams are connected through dedicated WhatsApp groups, enabling rapid communication, knowledge sharing, and mutual assistance outside of scheduled work hours.

Care coordinators conduct frequent check-ins during onboarding and remain accessible thereafter, reinforcing continuity and accountability. A 24/7 support line provides real-time assistance for urgent issues encountered in the field. In addition, X3P facilitates periodic in-person and virtual gatherings, creating opportunities for social connection, peer learning, and collective problem-solving.

Together, these structures generate informal feedback loops, improve problem resolution, and strengthen worker attachment to the organization. In contrast to traditional home care agencies, where supervision is often limited and caregivers work in isolation, X3P treats community, voice, and supervision as productive organizational assets rather than ancillary support.

Evidence from the Massachusetts Pilot

Over a three-week recruitment period, X3P enrolled more than 600 individuals drawn from hidden worker populations into its Massachusetts workforce pipeline. These individuals were trained and prepared as home care providers and continued to build skills through structured support and advancement opportunities offered by X3P. The pipeline included workers at different stages of professionalization, including individuals who already held CNA credentials as well as some with prior training or credentials as nurses and physicians.

After the training, from this pipeline, X3P hired and placed 59 caregivers with clients under its pilot operating model. After six months, 16 of those workers had exited, implying a 27% turnover rate over six months and an annualized rate of approximately 54% (if the exit rate remained constant).

While still high in absolute terms, these outcomes compared favorably to industry benchmarks, where first-year turnover in home care commonly reaches 75–80 percent. From a sectoral perspective, X3P’s model appeared to reduce churn by roughly one-quarter to one-third relative to prevailing norms.

Exit interviews pointed to multiple drivers of attrition. Some workers left for higher-paying opportunities outside the care sector. Others cited family constraints or found the physical and emotional demands of the work difficult to sustain. A smaller subset reported limited perceived career progression despite the availability of training and advancement pathways.

Among workers who remained, reported satisfaction with training and preparedness was high. Many emphasized the value of structured support, peer community, and wages above the local market.

Economically, the pilot results exposed a central tension. Improved retention increased the returns to X3P’s investments in training and organizational support, but turnover at an annualized rate of approximately 54 percent continued to erode a substantial share of those investments. The evidence suggests that firm-level reorganization can meaningfully improve outcomes in high-churn service sectors, while also highlighting the fragility of the business case absent further reductions in attrition.

What the X3P Case Teaches Us

X3P’s experience yields several broader insights relevant to the good-jobs agenda.

First, wages alone are not sufficient. Higher pay mattered, but it did not eliminate turnover. Workers exited for non-wage reasons, including family constraints, burnout, and the physical and emotional demands of care work. This underscores the limits of wage-only strategies in labor-intensive service occupations.

Second, training alone is not sufficient. X3P’s model emphasizes continued skill development and advancement pathways, and training improved preparedness and job satisfaction across a heterogeneous workforce. However, the economic returns to training depended critically on retention. Without complementary wage, support, and work-organization structures, training investments remain vulnerable to attrition.

Third, firms are the key locus of coordination. X3P’s most important contribution was not any single intervention, but the bundling of recruitment, training, technology, wages, and supervision into a coherent production model. This bundling helped address coordination failures that neither workers nor policymakers could solve independently.

Fourth, productivity in services is organizational. X3P did not rely on automation or task elimination. Productivity gains emerged from improved matching, information flows, supervision, and skill utilization, highlighting that service-sector productivity is shaped primarily by management and organizational design rather than by technology alone.

Implications for Policy and Industrial Strategy

The X3P case has implications beyond home care.

For workforce policy, it suggests a shift away from purely supply-side interventions toward supporting firm-level experimentation in job design. Training subsidies, wage supports, and technology grants may be most effective when tied to organizational practices that improve retention and productivity.

For care policy, it highlights the tension between public reimbursement rates and job quality. Without mechanisms to reward lower turnover and higher skill, firms face weak incentives to invest in workers.

For industrial policy more broadly, X3P illustrates how public-private partnerships could support good-jobs strategies in service sectors. Rather than subsidizing firms unconditionally, governments could co-invest in training and technology in exchange for employment quality commitments.

Finally, the case challenges the assumption that service jobs are inherently “bad jobs.” X3P’s experience suggests that job quality in services is not technologically predetermined, but institutionally and organizationally constructed.

Conclusion

X3P’s experiment in home care does not offer a simple blueprint. It does, however, provide rare field-level evidence on how firm behavior shapes job quality and productivity in one of the economy’s hardest sectors. The lesson is not that good jobs are easy to create, but that they are possible when firms reorganize production and when policy environments support, rather than undermine, such efforts. In a service-dominated economy, the path to inclusive growth runs through firms like X3P — and through the institutional arrangements that allow them to succeed.

Footnotes