Organizational Characteristics Research Articles

Community health services in European literature: A systematic review of their features, outcomes, and nursing contribution to care.

To meet the population's needs, community care should be customized and continuous, adequately equipped, and monitored. Considering their fragmented and heterogeneous nature, a summary of community healthcare services described in European literature is needed. The aim of this study was to summarize their organizational models, outcomes, nursing contribution to care, and nursing-related determinants of outcomes. A systematic review was performed by searching PubMed, CINAHL, Scopus, and Embase in October 2022 and October 2023 (for updated results). Quantitative studies investigating the effects of community care, including nursing contribution, on patient outcomes were included and summarized. Reporting followed the PRISMA checklist. The review protocol was registered on PROSPERO (CRD42022383856). Twenty-three studies describing six types of community care services were included, which are heterogeneous in terms of target population, country, interventions, organizational characteristics, and investigated outcomes. Heterogeneous services' effects were observed for access to emergency services, satisfaction, and compliance with treatment. Services revealed a potential to reduce rehospitalizations of people with long-term conditions, frail or older persons, children, and heart failure patients. Models are mainly multidisciplinary and, although staffing and workload may also have an impact on provided care, this was not enough investigated. Community health services described in European literature in the last decade are in line with population needs and suggest different suitable models and settings according to different care needs. Community care should be strengthened in health systems, although the influence of staffing, workload, and work environment on nursing care should be investigated by developing new management models. Community care models are heterogeneous across Europe, and the optimum organizational structure is not clear yet. Future policies should consider the impact of community care on both health and economic outcomes and enhance nursing contributions to care.

Digital transformation in incumbent companies: a qualitative study on exploration and exploitation activities in innovation

Digital transformation is a pivotal strategic pillar for companies. Despite its relevance, incumbent companies still face challenges in implementation due to the complex character of transformation processes. We provide a framework serving as guidance for leaders of digital transformations. Based on an explorative research design, we conducted 33 semi-structured interviews with experts of digital transformations of incumbent companies. Our findings indicate that leaders need to understand the terminologies related to exploration, exploitation, and digital transformation, and the complex interaction between all three areas. This includes digital literacy and being aware of differentiated treatment of exploration and exploitation in innovations and the relevance of both. Leaders must acknowledge that industry and organizational characteristics influence organizations’ tendencies towards exploration or exploitation in innovations. Exploration in digital transformation is about using digital technologies to rethink business models. Using digital technologies to optimize existing processes, products, and IT infrastructure is associated with exploitation. In sum, we need different target settings and approaches for the required activities.

Trends in the availability of comprehensive services within outpatient substance use treatment facilities from 2018 to 2022

ABSTRACT Background: Little is known regarding the extent to which substance use disorder (SUD) treatment facilities adopt comprehensive services to meet patients’ medical and social needs. Objective: To examine trends in the availability of comprehensive services within outpatient SUD treatment facilities from 2018 to 2022. Methods: We used data from the Mental Health and Addiction Treatment Tracking Repository, a national database of SUD treatment facilities (n = 13,793). We examined the availability of four domains of comprehensive services and four types of SUD treatment services from 2018 to 2022. We conducted bivariate and multivariate logistic regression predicting the availability of a comprehensive service model (defined as having at least one service from each service domain), controlling for organizational and community characteristics. Results: Comprehensive services were increasingly offered from 2018 to 2022. In unadjusted and adjusted models, facilities which were externally accredited (OR: 1.50; 95%CI: 1.30–1.74), accepted Medicaid (OR: 1.51; 95%CI: 1.30–1.74), performed community outreach (OR: 2.05; 95%CI: 1.80–2.33), provided naloxone and overdose education (OR: 3.50; 95%CI: 3.06–3.99), had a robust SUD treatment infrastructure (OR: 2.33; 95%CI; 2.08–2.62), and were located in a county with a lower percentage of White residents (OR: 0.99; 95%CI: 0.99–0.99), a higher percentage of residents in poverty (OR: 1.02; 95%CI: 1.00–1.03), and the Northeast compared with the South (OR: 1.21; 95%CI: 1.01–1.45), had significantly higher odds of adopting a comprehensive service model. Conclusion: Findings highlight the importance of factors reflecting experience with organizational change efforts and enhanced external support. Policymakers working to enhance the uptake of comprehensive services should focus on obtaining the financial and technical support necessary to develop these models.

Board gender diversity in municipally owned corporations: A resource dependence perspective

The increasing use of municipally owned corporations (MOCs) to provide vital public services has drawn attention to the representation of women on MOC boards of directors. Resource dependency theory suggests that board composition is likely to be shaped by linkages to critical resources within an organization's environment. This paper presents an analysis of the organizational determinants of board gender diversity in 802 MOCs in England and Wales for the period 2009–2019. The findings suggest that public ownership, nonprofit legal form, board size and a human services focus are positively related to board gender diversity, but that inter-municipal ownership and a technical services focus are all negatively related to such diversity. The findings highlight the impact that organizational characteristics associated with critical resource dependencies can have on gender equality (GE) in corporatized public services. Points for practitioners Evidence on the determinants of gender board diversity in MOCs can help policy-makers to understand the role that organizational characteristics play in shaping GE within corporatized public services. This paper highlights that the ownership structure, board size and legal form of MOCs all affect the prevalence of women directors on MOC boards. It is also important to recognize how service area can influence GE on MOC boards.

Metro Stations as Catalysts for Land Use Patterns: Evidence from Wuhan Line 11

Urban rail transit systems significantly influence land use patterns in newly developed areas, yet their impact on spatial organization and functional characteristics remains understudied. This research examines Wuhan Metro Line 11, analyzing land use within an 800 m radius of stations using Point of Interest data, ArcGIS spatial analysis, and locational entropy methods. The study reveals three station types, i.e., single-function, mixed-function, and underdeveloped, each exhibiting distinct spatial differentiation patterns. On this basis, a novel “core-diffusion” model emerges, with the highest density of functional elements observed at approximately 600 m from station centers, challenging conventional proximity assumptions. Three spatial organization modes are identified: single-core independent in two-level axis, single-core continuous in single-level axis, and double-core continuous in two-level axis. These findings contribute to the Transit-Oriented Development literature, offering sustainable insights into optimizing land use around metro stations in rapidly urbanizing contexts. This study also provides a methodological framework applicable to similar urban environments, enhancing the understanding of the complex relationships between metro development and surrounding land use patterns. These results have significant implications for urban planning and policy-making, particularly in emerging economies seeking to balance transit efficiency with sustainable urban growth.

Wound Care Capacity of the Addiction Workforce in the Setting of Xylazine.

As xylazine increasingly adulterates the unregulated opioid supply, people who use drugs (PWUD) are more likely to experience sequalae from xylazine. Given xylazine exposure is consistently associated with development of wounds which can heal with medically directed wound care, we sought to understand the level of preparedness and ability of front-line addiction professionals who interact with PWUD to provide wound care treatment. We administered a 26-item online survey assessing participant and organizational characteristics, level of wound care training, ability to test for xylazine and treat xylazine-associated wounds, and funding and billing characteristics to a national sample of addiction professionals using a listserv of over 11,000 individuals. We had a response rate of 12.8% in which 1,280 met eligibility criteria and completed the survey, with the majority (23.7%) being nurses. While nearly all participants had cared for patients who had experienced any xylazine-associated harms, less than half (43.6%) had cared for patients with xylazine wounds and 43.4% had any training or certification in wound care, including 26.9% of physicians. Although 75.9% of participants had access to wound care supplies, just 19.5% provided wound care services onsite. Most addiction professionals, especially physicians, lack wound care training and do not provide onsite treatment for drug-associated wounds at the organizational level. There is a critical need to bridge this gap in knowledge and build capacity to provide evidence-based wound care services to PWUD in areas impacted by xylazine adulteration.

Exploring Characteristics and Patterns of In Situ Space Morphology: Perspective of the Historical and Cultural Canal Settlement

During the development and evolution of settlements, space morphology created unique local cultural features and played an important role in guiding rural planning in the context of new-type urban development. The in situ characteristics of the space morphology of the ancient historical and cultural towns along the Grand Canal of China reflect the prints of the local culture and history over thousands of years and integrate modern life and the cultural memories of the citizens there. Using Yangliuqing Town, a famous historical and cultural town, as an example, this study quantitatively analyzes the in situ characteristics of the space morphology. It applies the UAV 3D model, POI data, actual site measurements, and other data to establish detailed models of the streets and lanes, quantifies the in situ characteristics of the space morphology of the streets and lanes in terms of space organizational characteristics and VGA manifestation, analyzes the influencing factors of the characteristics of in situ space morphology, and proposes guidelines for renewing ancient towns according to the in situ characteristics of space morphology. The research results indicate that ① multidimensional factors influencing the historical development of the research area have been clarified for the three aspects of its status as a canal transport hub, canal settlement industries, and traditional residential courtyards in ancient towns; ② the in situ space morphology of the streets in Yangliuqing Town is reflected in three aspects such as the core guiding and control of historical and cultural resources, the inherent influence of space element layout, and the attractiveness of street space; ③ it extracts the guidelines for the renewal of the ancient towns in terms of the space morphology strategy, the environmental element strategy, the interface attribute strategy, and the business attribute strategy. The research methods and conclusions boast great significance for clarifying the characteristics of the space morphology of the ancient towns along the Grand Canal and improving the practice of preservation there.

How Can Policy Diffusion of Intergovernmental Public Health Emergency Cooperation Be Realized? Evidence from China

The complexity of interregional crises challenges global emergency management, highlighting the need for enhanced intergovernmental emergency cooperation. The article focuses on the policy diffusion of intergovernmental public health emergency cooperation (IPHEC) among local governments, proposing an analytical framework that includes internal organizational characteristics, an external organizational environment, and interorganizational relationships. Using fuzzy-set qualitative comparative analysis (fsQCA), it finds four pathways influencing the policy diffusion of IPHEC: economic-pressure response, economic-crisis driven, resource-pressure driven, and resource-crisis-trust coordinated. Factors including economic development level, resource supply level, administrative pressure, crisis situation, and trust basis exhibit different operational logics within these four pathways.

STRATEGIC PLANNING GUIDELINES FOR SUCCESS IN INDUSTRIAL ENTERPRISES

Objective: The objective of this research is to examine the organizational structure and operational characteristics of industrial businesses, investigate components of strategic planning guidelines, and develop a structural equation model, with the aim of achieving sustainable success for industrial enterprises. Theoretical Framework: Content analysis method is a theoretical framework used to examine the presence and concepts of qualitative data. The framework is used to summarize findings and recommendations, from in-depth interviews and focus group discussions, into frequency values. Survey research framework is a structured approach that guides design, implementation, and analysis of surveys to gather data from targeted populations. The framework is used in quantitative research component, to collect and analyze data using descriptive and inferential statistics Method: Qualitative research involved conducting in-depth interviews with 9 experts and facilitating focus group discussions with 11 qualified individuals. Quantitative research is conducted through surveys to 500 industrial business executives, utilizing descriptive statistics, correlation analysis, and multivariate statistics. Results and Discussion: Findings from developed structural equation model indicated good alignment with observational data, with a Chi-square value of 0.094, Chi-square ratio of 1.115, goodness-of-fit index of 0.954, and a root mean square error of approximation of 0.015. Research Implications: Strategic planning is significant in business operations. Well-formulated business strategies will impact managerial efficiency, creating opportunities and enhancing a competitive advantage for industrial enterprises. Originality/Value: Findings revealed four significant factors contributing to success in industrial enterprises, listed in descending order of importance: 1) adaptive skills, 2) digital technology, 3) collaboration, and 4) organizational support.

Relationship between civil construction companies and suppliers: comparative analysis with companies in other sectors

Strategic supplier management establishes criteria for the selection, evaluation, and development of suppliers, in addition to the administration of contracts and supplies. This type of management aims to organize all processes involving suppliers, defining criteria to support decision-making in selecting the best partners, considering those who meet pre-established requirements. Furthermore, efficient management provides closer proximity to suppliers, facilitating relationships, fostering collaborative innovation, improving product costs, and increasing the company's competitiveness. The objective of this work is to analyze the relationship of suppliers in the construction industry and compare it with companies from other sectors. To achieve this objective, an applied, quantitative, and exploratory research was developed through field research. Questionnaires were applied to employees of construction companies and companies from other sectors, such as service providers and large industrial sectors, addressing issues related to organizational characteristics and specific axes that determine the relationship, such as trust, long-term relationship, and information sharing between client and supplier. The collected data were subjected to descriptive and exploratory analyses to observe the divergent and similar characteristics between the two groups. The results indicate that construction companies have gaps in the axes of trust, information sharing, and especially in the sphere of long-term relationships compared to companies in other sectors. This indicates the need for improvements in supplier management practices in the construction industry to achieve a competitive performance more aligned with other industrial sectors. The implementation of more robust strategies and the adoption of better practices in supplier management can help overcome these gaps, resulting in a more efficient and collaborative business environment, with mutual benefits for construction companies and their suppliers.

Marketing pioneering orientation as a mediator between operation management capability and firm’s innovation performance

Purpose This study aims to examine the impact of operation management capability on firm’s innovation performance through the mediation of marketing pioneering orientation. Design/methodology/approach This study uses a quantitative method with data collected from questionnaires filled out by 189 managers of Israeli companies that operate in international markets. Based on the resource-based view and dynamic capabilities theories, this study developed and analysed the research model using SmartPLS 4 software. Findings The main findings show that operation management capability affects marketing pioneering orientation and firm’s innovation performance. Additionally, the findings reveal that marketing pioneering orientation serves as a partial mediator in the relationship between operation management capability and firm’s innovation performance. Research limitations/implications This study focuses on operation management capability and marketing pioneering orientation as two organisational characteristics that increase firm’s innovation performance. However, other organisational characteristics also can affect firm’s innovation performance. Future research could examine the effect of these characteristics on firm’s innovation performance. Practical implications Managers should strengthen their organisational capabilities with regard to operations management and a marketing pioneering orientation to enhance the firm’s innovation performance. Such an approach should provide the company with a competitive advantage over its rivals. Social implications Today, more customers are aware of the environment and are looking for greener products, packaging, recycling and logistics. Therefore, marketing PO might identify innovative and sustainable ways to improve organisations’ environmental performance by exploring new sustainable processes, modifying procedures and pursuing green supply chains. Originality/value The uniqueness of this study is in this study’s research model, which combines two disciplines from the research literature (logistics and marketing) and examines their effect on firm’s innovation performance.

Can Company Size and Region Shape the Sustainability Landscape?

This research investigates the status of green innovation within the supply chain context, emphasizing the roles of organizational support, competitive pressure, and relative advantage. A total of 286 valid samples collected from employees within the supply chain of the manufacturing industry in China were analyzed. Findings reveal significant impacts of organizational support, competitive pressure, and relative advantage on green supply chain innovation adoption, with nuances observed based on organizational characteristics and regional differences. Competitive pressure is a key driver for small organizations to adopt green supply chain innovations, whereas the relative advantage significantly influences larger organizations' adoption intentions. Organizations in different regions exhibit different adoption intentions of green supply chain innovations. Practical implications for managers in different contexts are discussed, emphasizing the importance of tailored strategies to leverage strengths and mitigate challenges in fostering sustainable and innovative supply chains.

Production of an introperative safety list in interventional cardiology. From pilot project to clinical practice guidelines hospital

Abstract Introduction The safety list was created to respond to two complexities: the first is the fallibility of human memory and attention; The second is the tendency to skip some operations even when remembering that they should be performed: not all operations in the supply chain of a process are always considered important so the shortcut is taken, motivated by the fact that nothing has ever happened so far. Safety in Interventional Cardiology laboratories is characterized by the intrinsic complexity that characterizes all interventional procedures, even the simplest ones: complexity due to the number of people and professionals involved, the acute and/or serious conditions of the patients, the amount of information required, the urgency with which the processes must be performed, the high technological and high level of specialization and the multiplicity of critical points of the processes that can cause serious harm to patients. For this reason, an intraoperative safety list for interventional cardiology has been designed and drawn up. Aim In view of Law no. 24 of 8 March 2017, a provision on the safety of care and the assisted person, it was necessary to have a document aimed at: improving the quality and safety of surgical interventions and interventional/structural procedures, dissemination of recommendations and safety standards aimed at strengthening pre- intra and post-operative processes, Implementation of safety standards through the application of the safety list, adapting it to the characteristics of your organization. Materials and methods The trial phase began in 2021 and was tested on about 800 patients, in 2022 on about 900 patients. The safety list has been designed to combine an intraoperative "check list" with a "nursing card", collecting information relating to the individual people assisted, in order to promote continuity and personalization of care, represents a resource for research on nursing care, for the analysis of care complexity and allows the traceability of the actions carried out. Results and conclusions After years of constant reviews and updates with the collaboration of the Risk Management and Quality staff, the safety list has become a fundamental part of the work of the operating room, supporting both system and individual changes, strengthening standards for safety and communication processes, counteracting possible failure factors, having been included in the hospital Guidelines on the management of patients undergoing surgery.

Uncovering corporate greenwashing: a predictive model based on Chinese heavy-pollution industries

Purpose As the global emphasis on environmental consciousness intensifies, many corporations claim to be environmentally responsible. However, some merely partake in “greenwashing” – a facade of eco-responsibility. Such deceptive behavior is especially prevalent in Chinese heavy-pollution industries. To counter these deceptive practices, this study aims to use machine learning (ML) techniques to develop predictive models against corporate greenwashing, thus facilitating the sustainable development of corporations. Design/methodology/approach This study develops effective predictive models for greenwashing by integrating multifaceted data sets, which include corporate external, organizational and managerial characteristics, and using a range of ML algorithms, namely, linear regression, random forest, K-nearest neighbors, support vector machines and artificial neural network. Findings The proposed predictive models register an improvement of over 20% in prediction accuracy compared to the benchmark value, furnishing stakeholders with a robust tool to challenge corporate greenwashing behaviors. Further analysis of feature importance, industry-specific predictions and real-world validation enhances the model’s interpretability and its practical applications across different domains. Practical implications This research introduces an innovative ML-based model designed to predict greenwashing activities within Chinese heavy-pollution sectors. It holds potential for application in other emerging economies, serving as a practical tool for both academics and practitioners. Social implications The findings offer insights for crafting informed, data-driven policies to curb greenwashing and promote corporate responsibility, transparency and sustainable development. Originality/value While prior research mainly concentrated on the factors influencing greenwashing behavior, this study takes a proactive approach. It aims to forecast the extent of corporate greenwashing by using a range of multi-dimensional variables, thus providing enhanced value to stakeholders. To the best of the authors’ knowledge, this is the first study introducing ML-based models designed to predict a company’s level of greenwashing.

A business ethics perspective on constructive deviant behavior in organizations: A literature review and an integrated framework proposal

AbstractConstructive Deviant Behavior (CDB) raises an ethical dilemma that poses a significant challenge within the realm of business ethics. This ethical dilemma is the extent to which individuals should be allowed, or even encouraged, to challenge established norms in the name of organizational and stakeholder well‐being before compromising ethical principles. Despite the growing body of research in this field, which highlights the emergence of a new domain, there remains a lack of a comprehensive framework to define and understand CDB within organizational contexts. Therefore, the main objective of this study is to fill this gap by conducting a thorough analysis of the literature using the PRISMA methodology. In order to systematically review previous research, a sample of relevant articles was selected and analyzed in depth with the aim of defining a comprehensive framework clarifying the nature, forms, and dimensions of CDB. In addition, the relationships between CDB and its antecedents and outcomes were investigated from a business ethics perspective. Within this context, the study proposes a unified CDB framework while acknowledging and integrating the diverse perspectives that have emerged in past studies. Furthermore, this research reveals that individual and organizational characteristics are the predominant antecedents of CDB. Finally, as an emerging domain of increasing practical relevance within business ethics, this subject offers fertile avenues for future research, as delineated by the findings of this study.

Investigation of mechanical characteristics of hot-pressed sintered tungsten based advanced shielding materials

This research aims to investigate the application of the hot pressing (HP) sintering process in the fabrication of W-B-Fe-Cr-C advanced shielding materials and analyze the relationship between their microstructure and mechanical properties. The findings reveal that the HP sintering process can effectively produce reactive sintered boride (RSB) materials with high density and engineering application size. The results indicate that the residual stress in RSB-HP improves its bending strength to some extent. Residual stress and granular structure are both related to phase aggregation during sintering. Microstructural analysis has unveiled the granular organizational characteristics and the pathways of crack propagation within the RSB-HP. These discoveries hold significant importance for comprehending the potential of the HP sintering process in the context of nuclear fusion shielding material preparation and provide a scientific foundation for further optimizing the sintering process and performance of RSB materials.

Effectiveness of Organizing Crossing Transport Services in the Maritime Area of Riau Islands Province

Researchers took the research theme: Effectiveness of Organizing Crossing Transport Services in the Maritime Areas of Riau Islands Province. Ferry transportation is a mode of sea transportation available in the Riau Islands sea area as public transportation of goods by motorized vehicles. The purpose of this research is to find out the effectiveness of public crossing transportation and all its limitations, as well as to find out the scheduling patterns that occur in pioneer transportation services and commercial transportation. Meanwhile, the theoretical basis used to measure effectiveness is Duncan's theory (in Richard M. Steers, 1985:53) which measures the effectiveness of a program in an organization into 4 (four) aspects of achievement as indicators. Namely: (1) organizational characteristics; (2) adaptation characteristics (environment); (3) worker characteristics and (4) management characteristics. Meanwhile, the method used is a qualitative descriptive approach through fact finding, which studies problems in society in certain situations. The results of the short-term research are that there is an increase in accessibility on the pioneering trajectory and long-term local economic growth and improving the welfare of border communities.

A. A. Smirnov and the Christian point in Old Irish narrative tradition: a case of "nativism" in Early Russian Celtic Studies?

The article is devoted to the concepts contributed by Alexander Smirnov about the Irish Church and the role of Christian culture to the Old Irish narrative tradition in general. Archival records shows that so-called "Christian element" was entirely accepted by him and was emphasized in an initially neutral formula; later, however, passages about the ‘undoubted Christian influence’ related to some motifs were replaced by such markers as "late interpolations" or "artificial insertions". The turn from a comprehensive approach to an intensive search for the archaic "Celtic basis" has affected all aspects of Smirnov’s discourse: from the interpretation of particular motifs to the characteristics of Christianization and Irish Church organization in general. Due to these observations, we suppose to depict such Smirnov’s conceptions as the truly ‘nativist’ position.The author gives special gratitude to the National Library of Russia, the Institute of Russian Literature (Pushkin House) of the Russian Academy of Sciences for an opportunity to work and consult with their founds and record series.

How Do Nonprofits’ Organizational Characteristics Shape Environmental Philanthropy in Texas? A Network Science Approach

Abstract In efforts to address the far-reaching effects of climate change and associated impacts in communities, research on environmental philanthropy suggests that more resources are being allocated to environmental societal challenges. However, understandings about which environmental nonprofits benefit from these funding flows is limited. This study integrates resource dependency theory with elitism and pluralism perspectives to analyze a network of environmental nonprofits and their funders in Texas. Resource dependency and a network-analytic approaches share underlying relationality principles, and we connect those dots by conceptualizing the funding dynamics in Texas as a network of funder-grantee relations. Drawing on statewide survey data (n = 114), we use a network analysis technique – exponential random graph modeling (ERGM) – to analyze funding allocations in Texas through the organizational attributes of environmental nonprofits, their funder-grantee relations, and their community context. We specifically observe elitism in funding allocations in Texas, which is evident in network effects (preferential attachment) and the focal areas of environmental work. However, we find limited evidence that age or resources of the nonprofit are predictive of funding and the most influential factor determining a funder-grantee relationship is the natural hazard risk of the community served by the nonprofit. Our findings suggest interconnected funding dynamics of pluralism and elitism in the Texas environmental philanthropy landscape, prompting further discussion about the potential synergies of these patterns and the implications for environmental funding practices.

Caseload factors predictive of family abuse and neglect treatment outcomes

BackgroundIn child welfare, caseloads are frequently far higher than optimal. Not all cases are created equal; however, little is known about which combination and interaction of factors make caseloads more challenging and impact child and family outcomes. ObjectiveThis study aims to identify which case, provider, and organizational factors most strongly differentiate between families with favorable and less-than-positive treatment outcomes. Participants and settingParticipants were 25 family advocacy program providers and 17 supervisors at 11 Department of the Air Force installations. MethodsFollowing informed consent, participants completed demographic and caseload questionnaires, and we collected information about organizational factors. Providers were sent a weekly case update and burnout questionnaire for seven months. We used linear mixed-effects model tree (LMM tree) algorithms to determine the provider, client, and organizational characteristics that best distinguish between favorable vs. unfavorable outcomes. ResultsThe LMM tree predicting provider-rated treatment success yielded three significant partitioning variables: (a) commander involvement, (b) case complexity, and (c) % of clients in a high-risk field. The LMM predicting client-rated treatment progress yielded seven significant partitioning variables: (a) command involvement; (b) ease of reaching tenant unit command; (c) # of high-risk cases; (d) % of clients receiving Alcohol and Drug Abuse Prevention and Treatment services; (e) ease of reaching command; (f) % of clients with legal involvement; (g) provider age. ConclusionsThis study is a first step toward developing a dynamic caseload management tool. An intelligent, algorithm-informed approach to case assignment could help child welfare agencies operate in their typically resource-scarce contexts in a manner that improves outcomes.