Management Sciences and Quantitative Methods Commons^™

Tree-Based Algorithm For Stable And Efficient Data Clustering, Hasan Aljabbouli, Abdullah Albizri, Antoine Harfouche

Department of Information Management and Business Analytics Faculty Scholarship and Creative Works

The K-means algorithm is a well-known and widely used clustering algorithm due to its simplicity and convergence properties. However, one of the drawbacks of the algorithm is its instability. This paper presents improvements to the K-means algorithm using a K-dimensional tree (Kd-tree) data structure. The proposed Kd-tree is utilized as a data structure to enhance the choice of initial centers of the clusters and to reduce the number of the nearest neighbor searches required by the algorithm. The developed framework also includes an efficient center insertion technique leading to an incremental operation that overcomes the instability problem of the K-means …

Predicting Attrition - A Driver For Creating Value, Realizing Strategy, And Refining Key Hr Processes, Kevin Mendonsa, Maureen Stolberg, Vivek Viswanathan, Scott Crum

SMU Data Science Review

Talent is the most important asset for every organization's success. While attrition (or churn) and turnover can refer to both employees and customers, this paper will focus on employee attrition only. Many organizations accept attrition as an inevitable cost of doing business and do nothing to adopt or implement mitigating strategies to combat it. World class companies on the other hand take deliberate measures to understand, control and mitigate attrition (turnover) at every stage. Unmitigated attrition can have a devastating effect on an organization's bottom line and market value. In addition, the “invisible" costs of low employee morale, reduced employee …

Under Pressure: Decision Making In Aircraft Maintenance And The Role Of Gender, Stephanie Douglas Ph.D., Bettina M. Mrusek Ph.D.

National Training Aircraft Symposium (NTAS)

In aircraft maintenance, leaders are under near-constant pressure to maintain airworthiness. Every minute an aircraft cannot fly due to maintenance represents financial waste. Decisions are therefore made in a relatively quick fashion. A leader evaluates the situation, identifies a course of action and then communicates this message to a team of technicians. However, gender influences regarding leaders’ decisions can influence team members’ perceptions of those decisions.

The study will measure decision making methods of leaders in aircraft maintenance and the perceptions of the technicians. It informs how gender influences decision making from both the leader and follower perspective. The expected …

Evaluation Of Unm's Parental Leave Policy, Julia Fulghum, Karlyn A. Edwards, Charlie Christian, Steven Verney, Lisa A. Marchiondo, Teagan Mullins

ADVANCE Reports

Experiences with UNM’s parental leave policy C215 have been evaluated using the ADVANCE 2018 Main Campus Faculty Climate Survey, a series of junior faculty interviews, and concerns brought to the ADVANCE leadership. Key findings are:

• Women and STEM faculty are more hesitant to use family-leave policies, and perceive greater disadvantage in using them than men and non-STEM faculty
• Sharing of information about, and implementation of, parental leave varies significantly between units
• The attitude of the department chair and senior faculty strongly influence the experience of faculty who use parental leave
• Appropriately implemented, the parental leave policy contributes to faculty recruitment …

Female Labour Force Participation In Malaysia, Li Huan Lim

Student Works (2020-2029)

The main objective of this study is to analyse the participation rate of the female labour force in Malaysia in 2015. The female labour force participation rate is the per cent of the female population ages 15 and above are economically active, either by working or by looking for work. Since the independence of Malaysia, the participation of women tends to be lower than men labour force in the labour market. However, these gender differences in labour participation rate have been narrowing substantially in recent decades. The increase in the female labour force may due to education opportunities lead to …

Positivity And Intention To Stay Among Pilots In The Royal Malaysian Air Force, Shamsudin Norazrin

Student Works (2020-2029)

The present study looks into the issue of intention to stay among pilots in the Royal Malaysian Air Force (RMAF). Intention to stay is an inverse concept of turnover intention. The psychological effect that requires pilot to serve the organisation over a period of time willingly or by compulsion is the precursor of this study. Taking insight from the positivity approach, the researcher examined the relationship between psychological capital and intention to stay, through work engagement and work happiness as mediators. The data was obtained from 364 pilots working in various RMAF units for a cross sectional approach. The hypotheses …

Understanding Employee Engagement: A Mixed-Methods Study, Joren M. Scharn

Theses & Dissertations

For over 4 decades businesses around the world have been conducting employee satisfaction surveys at regular intervals and this surfaced a strong positive relationship between employee satisfaction, customer satisfaction, and overall company performance. In recent years however, academics and researchers have reopened the debate on whether employee or job satisfaction metrics are in fact reliable indicators of productivity, suggesting that employee engagement has a far stronger correlation to productivity. This study addresses two interrelated problems that are associated with a practice that is common in working environments all over the world. According to literature, it is generally accepted that (a) …

Suffering From Whiplash? The Effects Of Pencil Whipping On Data Variability In The Safety Industry, Maira Compagnone, Royale Nicholson, Sam Biggs, Connor Linden, Tara O'Neil, Matthew Laske, Philip Hinson, Yalcin Acikgoz

River Cities Industrial and Organizational Psychology Conference

Big data is being used by organizations to identify trends and predict future safety incidents. However, analytics using big data relies heavily on data quality, which can be compromised by a lack of data variability. In the safety industry, the data reports most frequently analyzed include checklists that are filled out by managers and operators, and research is being attempted to link the variables from these reports to safety outcomes. A major obstacle is the reduced variability in these reports due to a phenomenon known as “pencil whipping.” Pencil whipping occurs when an employee completes a safety checklist during behavior-based …

Does A Quota A Day Keep The (Safety) Doctor Away? The Effect Of Mandatory Observation Quotas On Safety Outcomes, Maira Compagnone, Ava Young, Rachel Bellflowers, Tara O'Neil, Matthew Laske, Yalcin Acikgoz

River Cities Industrial and Organizational Psychology Conference

Injuries and fatalities continue to occur at high rates across industries (BLS, 2018) despite attempts from researchers and practitioners to identify risks and improve operating procedures. Data analysis is currently used across other industries to improve outcomes, and the safety industry is turning to the use of big data in an attempt to lower injury rates. Despite the growing body of research including both data and safety outcomes, little has been done to understand the mechanisms of one of the most popular intervention techniques, behavior-based safety (BBS). BBS relies on human observation techniques, along with checklists, which increases the amount …

Big-Data Talent Analytics In The Public Sector: A Promotion And Firing Model Of Employees At Federal Agencies, Rabih Neouchi

Operations Research and Engineering Management Theses and Dissertations

Talent analytics is a relatively new area of focus to researchers working in analytics and data science. Talent Analytics has the potential to help companies make many informed critical decisions around talent acquisition, promotion and retention. This work investigates data science to predict “shiny star” employees in the U.S. public sector, defined as top-notch performers over the years of a given time span. Its scope falls within talent analytics, also called people analytics, a relatively new research area.

We clean a data set made available by the U.S. Office of Personnel Management (OPM) and present two models to predict the …

The Use Of Performance Measurement In Universities Of Pakistan, Muhammad Tanveer, Asif Mahbub Karim Dr.

Library Philosophy and Practice (e-journal)

Purpose: The performance measurement includes collecting the information regarding the individual’s performance to analyze for the reporting. . Performance measurement’s main aspect is to identify the exertion are being achieved or not. This is the main purpose of performance measurement in the current study of Pakistani Universities. Moreover, the focus on the performance measurement is still not very strong in Pakistani educational system. Few observations made from the recent studies are that the enrollment in the university has been raised up to a great extent from past few years.

Methodology: This research paper is focus on “The Use …

Intelligent Software Tools For Recruiting, Swatee B. Kulkarni, Xiangdong Che

Journal of International Technology and Information Management

In this paper, we outline how recruiting and talent acquisition gained importance within HRM field, then give a brief introduction to the newest tools used by the professionals for recruiting and lastly, describe the Artificial Intelligence-based tools that have started playing an increasingly important role. We also provide further research suggestions for using artificial intelligence-based tools to make recruiting more efficient and cost-effective.

Examining Inter-Relationships Between Supervisor Full-Range Leadership, Organizational Climate Strength, And Employee Job Satisfaction Using Multi-Level Modeling, Bharat Mohan

Dissertations

Employee job satisfaction, organizational climate, and supervisor leadership style have long been researched due to their influences on critical metrics for measuring organizational success. While the relationships between these three variables have been investigated, current research suffers from two major issues. First, no existing study has explored the inter-relationships between the aforementioned components within the same model. Second, existing studies are fraught with levels-of-analysis issues that yield findings that are either incomplete or inaccurate. This study addresses these issues by introducing organizational climate strength as a mediating variable (between supervisor leadership and employee satisfaction) and by employing multi-level modeling techniques. …

Founding Conditions And Benefit Offerings: Evidence From U.S. Startups, Xiang Yi, Yang Xu

Research, Publications & Creative Work

• Purpose: This paper tries to answer the following research question: At the time of founding of a startup, what entrepreneurial conditions would influence the long-term offerings of HR benefits? To answer this question, our study examines the effects of four founding conditions of startups – total assets, founder’s education, industry experience and startup experience –on the basis of the resource-based view of firms.

• Design/methodology/approach: Using data from the Kauffman Firm Survey (KFS) conducted in the period 2005-2010, this paper analyzed the relationships between the founding conditions and the offering of HR benefits by 4148 new ventures during the first five …

A Structural Equation Model Of Leader–Member Exchange, Employee–Supervisor Relationship, Performance Appraisal, And Career Development, William Joseph Henkel, Al C. Endres

International Journal of Applied Management and Technology

Some employees perceive that supervisors do not accurately reflect employees’ performance or effectively differentiate among employees’ performances during performance appraisals (PAs). Other employees believe the performance feedback they receive is not valuable for supporting their career development (CD). Leader–member exchange (LMX) and the distributive and interactional justice dimensions of organizational justice theories comprised the theoretical frameworks in this study for examining the significance of the relationships among LMX and employee–supervisor relationships (ESRs) and those relationships’ potential influence on employees’ CD through the PA process. Participants consisted of 44 defense contractor employees in the United States. Results from partial least squares …

Employee Performance, Well‐Being, And Differential Effects Of Human Resource Management Subdimensions: Mutual Gains Or Conflicting Outcomes?, Chidiebere Ogbonnaya, Jake G. Messersmith

Department of Management: Faculty Publications

The human resource management (HRM) literature supports the idea that coherent systems of HRM practices can induce attitudinal effects when perceived subjectively by employees. Recently, scholars have proposed that subdimensions of HRM systems exist and account for variance in outcomes. This study explores differential effects of three subdimensions of HRM systems (skill‐, motivation‐, and opportunity‐enhancing HRM practices) on employee innovative behaviors and well‐being. Our predictions are based on the mutual gains perspective, which specifies positive relationships between HRM practices and employee performance, and the conflicting outcomes perspective that links HRM practices to higher job demands and stress. Using data from …

Job Embeddedness And Turnover Intentions: The Moderating Role Of Affectivity Traits, Career Stages And Perceptions Of Organisational Politics, Emmanuel Twumasi Ampofo

Theses: Doctorates and Masters

The study tested the applicability of job embeddedness (JE) theory in Ghana. It also examined moderating effects of affectivity traits, career stage and perceptions of organisational politics (POP) on the JE–turnover intentions relationship. Analyses revealed that composite JE and its dimensions and sub-dimensions (except community fit) were negatively related to turnover intentions. Affectivity traits, POP and career stages moderated the JE–turnover intentions relationship. The study expands the predictive validity of JE to Ghana and adds to the few moderators that have been identified in previous studies. Strategies for increasing managerial employees’ embeddedness and reducing their turnover are proposed.

Testing The Structural Invariance Of Affective Commitment On Unethical Pro-Organizational Behavior Across Clan And Hierarchy Organizational Culture Types, Julia A. Fulmore

Human Resource Development Theses and Dissertations

Unethical pro-organizational behavior (UPB) is concerned with employees’ engagement in unethical conduct for the benefit of the organization that is immoral and/or illegal. Research findings on motivators of UPB show some contradictory findings that need to be resolved. Considering the empirical findings that clan culture discourages unethical behavior while hierarchy culture encourages unethical behavior along with the contradicting empirical findings between affective commitment and UPB based on samples with different cultures, this study sought to empirically assess the contradictory findings in the literature by testing the structural invariance of affective organizational commitment on UPB based on the two organizational of …

Reflective Practice Series: Selected Instructional Models Using Synchronous Video Conferencing Software, Martin W. Sivula

MBA Faculty Conference Papers & Journal Articles

With the vast array of resources available to instructors, one would think that instruction and teaching would yield success for all learners. Now, well into the 21^st century has much changed in the classroom? Certainly, movable desks and chairs, advanced audio and visual equipment, and a plethora of all types of technologies which might be able to enhance training and education. Over the last several decades research on individualized instruction, cognitive science, educational psychology, and multimedia instruction (to name a few) have permeated the literature on instruction. With all the research and the vast array of studies on improving …

Soft Skills Influence In Project Managers In The Cloud Space, Katherine Silva

Dissertations and Theses

In technology companies, Project Managers (PM) are being required to develop a set of soft skills, in addition to their technical expertise, in order to positively influence project’s outcomes and succeed in their professional careers. New technologies known as “Cloud”, “Cloud computing”, and “Cloud technology” are being adopted by companies to organize their projects with top technology, and their people with the skills required to work with them. The present work examines academic research and available literature associated to the soft skills related to project management and project managers in the Cloud space in order to identify the top soft …

Applying The Agile Mechanism In The Clinical Trails Domain For Drug Development, Jitendrakumar Narola

Dissertations and Theses

The current speed of economic growth has greatly affected the means of pharmaceutical organizational operations in the establishment of clinical trials. Pharmaceutical organizations are looking for ways to increase customer experience and reduce costs of production in the process. The customer experiences can be increased by creating a forum for active participation during the processes of the establishment. Equally, the costs of production and conducting research study can be ensured through the reduction of reworking chances. Through the creation of this experience, the effectiveness of the clinical trials needs to be properly created. Traditionally, organizations used waterfall methodology in the …

Risk Management In Telemedicine Projects In Healthcare, Shalini Sakinala

Dissertations and Theses

Telemedicine could fundamentally change health care in the United States by delivering treatments using telecommunications platform. The primary purpose of the proposed study is to identify the various risks involved in Telemedicine projects in healthcare, find out their causes and explore the ways in which the risks can be mitigated. This approach has been a striking evolution in the current healthcare sector. Telemedicine is hugely successful in the operations of the organization. Inspite of the huge success ratio, there are certain risks associated with Telemedicine which needs to be managed. The Literature review on Telemedicine was conducted in three core …

Internet Of Things (Iot) And Changing Face Of Project Management, Vikram Singh Prasher

Dissertations and Theses

Internet of Things (IoT) or Industrial Internet is a modern day catchword, which over the past few years has tremendously impacted numerous aspects of almost-all the advanced technology fields. IoT framework envisions transforming the everyday objects into intelligent systems, while working under a common infrastructure and by connecting the global network of devices and machines over the internet. Based on many underlying interdisciplinary ecosystems, like sensor network, embedded systems, big data platforms, cloud computing and service-oriented architecture; IoT projects are non-traditional in many ways. Such projects involve research and development phase, more technical work, are lengthy, require advanced skill sets …

Bim And Project Management In Aec Industry, Nazanin Kamyab

Dissertations and Theses

Building Information Modeling has altered project managers’ role in architecture, Engineering and Construction (AEC) industry. In theory Building Information Modeling (BIM) has promised the project managers to enhance communication and collaboration aspect of managing their projects, thus increasing the efficiency and success rate of the AEC industry projects. However, in real world application, project managers had challenges and barriers with BIM implementation into their processes. This study intends to highlight the main characteristics of the BIM, its benefits, barriers and risk management capabilities to elaborate on why BIM adoption has been slower than anticipated. Based on quantitative data collection through …

Study On Recovery Of Bad Social Media Reviews In The Hospitality Industry Using Project Management Principles, Franck Legrand

Dissertations and Theses

This research is about hotel guest recovery on social media. Whenever a guest has a bad experience during their stay, they share their opinion on social media. Negative reviews can damage hotel’s performance. This research seeks to gather information on the expectations of guest based on their personal experiences. Answering guests’ complaints on social media is a difficult task, as it requires an understanding of each guest personality traits. This thesis develops a methodology in order to understand the personality of guests, provide a clear response to answer the guests feedback on social media, help hotel managers to regain trust …

The Role Of Project Management In Fostering Creativity: Towards Successful Architectural Design Projects, Angeliki Giannoulatou Destouni

Dissertations and Theses

The present study aims to identify best practices for project management, which can reinforce creativity in architectural design projects. Although creativity is a critical component of any successful design process, there is no existing literature or systematic documentation of what project management can do to cultivate it within an architecture work environment. Therefore, this research first explores existing theories and bibliography to define creativity and its conducive factors, and draw some hypotheses on the potential contributions of an architectural project manager. The validity of these hypotheses in practice is then tested through a survey, which mostly confirmed and expanded them. …

Study Of The Impact Of Team Morale On Construction Project Performance, Adrian Gerard Saldanha

Dissertations and Theses

The moral of project teams is an important factor when considering the performance of project teams(Dye, 2011) (Yang, Liu, & Fellows, 2010). Morale can be influenced and project leadership has an important role to play in how people work in teams (Gauvreau & Belout, 2004). In research studying the performance of teams working on technology projects, it was learned that an organizational work environment that satisfies the personal and professional needs of individuals has a strong effect on team cooperation and drives team performance (Thamhain, 2004). In a study performed by the US military (Mael & Alderks, 1993), it was …

Key Competencies For Project Managers: An Empirical Study, Sahil Sandhu

Dissertations and Theses

Extant project management literature on the factors that impact the success of projects suggests that the traits, competencies and leadership style of project managers positively impact project success. Despite this understanding, the key competencies and personality traits of projects managers is an under-researched area. While some studies are available that examine whether a particular behavioural trait of the project manager improves his / her efficiency, few studies prepare a list of the key competencies/traits of successful project managers. Given this consideration, the present study aims to prepare a comprehensive list of the traits/qualities of a project manager crucial for project …

Efficacy Of Online Training For Improving Camp Staff Competency, Barry A. Garst, Ryan J. Gagnon, Alice M. Brawley Newlin

Management Faculty Publications

Preparing competent staff is a critical issue within the camp community. This quasi-experimental study examined the effectiveness of an online course for improving staff competency in camp healthcare practices among college-aged camp staff and a comparison group (N = 55). We hypothesized that working in camp would increase competency test scores due to opportunities for staff to experientially apply knowledge learned online. Hierarchical linear modeling was used to analyse the cross-level effects of a between-individuals factor (assignment to experimental or comparison group) and within-individual effects of time (pre-test, post-test #1, and post-test #2) on online course test scores. At post-test …

Examining Managerial Leadership Behavior, Perceived Proximity, And Job Satisfaction In Distributed Work Arrangements, David D. Macauley

Human Resource Development Theses and Dissertations

More than 70% of all employers and managers utilize flexible or distributed work arrangements (Greenfield, 2017; World at work, 2017). Yet, it appears that few organizations are prepared to manage the relationship elements that come with a distributed workforce (Boss, 2017; Miller & Campell, 2013). Using structural equation modeling and data from 838 participants, the study examined the relationship between managerial behavior, perceived proximity, and job satisfaction within organizations that utilize distributed work. The results indicate that managerial behavior has a positive relationship with perceived proximity and employee job satisfaction and supports previous literature showing perceived proximity to be more …