scholarly journals Panel data or pseudo panels for longitudinal research? Cross-national comparisons using the example of firms' training spend

2020 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Michael Brookes ◽  
Chris Brewster ◽  
Cigdem Gedikli ◽  
Okan Yilmaz

PurposeThe evolution of firm level practices over time has always been a keen area of interest for management scholars. However, in comparison to other social scientists, particularly economists, the relative dearth of firm level panel data sets has restricted the methodological options for exploring inter-temporal changes.Design/methodology/approachThis paper applies a pseudo panel methodology to investigate the evolution of training spend at the firm level over time.FindingsThe analysis is framed within a varieties of capitalism lens and by adopting a more meaningful approach to examining changes over time it leads us to question some of the “truisms” linked to firms expected behaviours within different national institutional frameworks.Research limitations/implicationsAs with any large-scale quantitative analysis, it would always benefits from a larger number of observations and/or a longer time period, in this instance access to annual data rather than 4 or 5 year intervals would have been helpful.Practical implicationsBy adopting a different, and more appropriate, approach to analysing existing cross-sectional data over time this empirical research helps to achieve a deeper understanding of the complex issues that influence decision making at the firm level.Social implicationsAt the firm level, in line with the practical implications above, this will enable decision makers to achieve a deeper understanding of the evolution of the external context in which they operate and the likely influence of that evolution within their own organisation.Originality/valueThis approach enables a more meaningful exploration of inter-temporal changes in situations where longitudinal data does not exist.

2014 ◽  
Vol 15 (4) ◽  
pp. 375-389 ◽  
Author(s):  
Adam Zwickle ◽  
Tomas M. Koontz ◽  
Kristina M. Slagle ◽  
Jeremy T. Bruskotter

Purpose – The purpose of this article is to present a tool for assessing the sustainability knowledge of an undergraduate population. Design/methodology/approach – Multiple-choice questions were developed through soliciting expert input, focus groups, pilot testing, distribution via a large-scale online survey and analysis using item response theory. Findings – The final assessment consists of 16 questions from the environmental, economic and social domains, covering foundational concepts within the topic of sustainability. Research limitations/implications – This assessment represents an initial effort to quantify knowledge of the broad and abstract concept of sustainability. The authors plan to continue refining these questions to better differentiate between students with higher levels of knowledge and to replace those with answers that may change over time. Practical implications – With knowledge of sustainability concepts becoming increasingly included in institution-wide learning objectives, there is a growing demand for a way to measure progress in this area. Our assessment tool can easily be used (via a campus-wide survey or distributed at the classroom level) by institutions to gauge current levels of knowledge and track changes over time, as well as assess the effectiveness of courses and curricula at meeting sustainability knowledge goals. Originality/value – This assessment of sustainability knowledge is the first of its kind to include all three separate domains of sustainability, and we expect it to be useful across a variety of college and university contexts.


2019 ◽  
Vol 9 (3) ◽  
pp. 319-328
Author(s):  
Ian Pepper ◽  
Ruth McGrath

Purpose The purpose of this paper is to evaluate the impact of an employability module, the College of Policing Certificate in Knowledge of Policing (CKP), on students’ career aspirations, their confidence and wish to join the police along with the appropriateness of the module. This will inform the implementation of employability as part of the College of Policing-managed Police Education Qualifications Framework (PEQF). Design/methodology/approach A three-year longitudinal research study used mixed methods across four points in time to evaluate the impact on students studying the employability module. Findings The research suggests that the employability-focussed CKP was useful as an introduction to policing, it developed interest in the police and enhanced the confidence of learners applying to join. Lessons learnt from the CKP should be considered during the implementation of the PEQF. Research limitations/implications The ability to generalise findings across different groups is limited as other influences may impact on a learner’s confidence and employability. However, the implications for the PEQF curriculum are worthy of consideration. Practical implications As the police service moves towards standardised higher educational provision and evolution of policing as a profession, lessons can be learnt from the CKP with regards to the future employability of graduates. Originality/value Enhancing the employability evidence base, focussing on policing, the research identified aspects which may impact on graduates completing a degree mapped to the PEQF. The research is therefore of value to higher education and the professional body for policing.


2015 ◽  
Vol 43 (3) ◽  
pp. 7-14 ◽  
Author(s):  
Jim Moffatt

Purpose – This case example looks at how Deloitte Consulting applies the Three Rules synthesized by Michael Raynor and Mumtaz Ahmed based on their large-scale research project that identified patterns in the way exceptional companies think. Design/methodology/approach – The Three Rules concept is a key piece of Deloitte Consulting’s thought leadership program. So how are the three rules helping the organization perform? Now that research has shown how exceptional companies think, CEO Jim Moffatt could address the question, “Does Deloitte think like an exceptional company?” Findings – Deloitte has had success with an approach that promotes a bias towards non-price value over price and revenue over costs. Practical implications – It’s critical that all decision makers in an organization understand how decisions that are consistent with the three rules have contributed to past success as well as how they can apply the rules to difficult challenges they face today. Originality/value – This is the first case study written from a CEO’s perspective that looks at how the Three Rules approach of Michael Raynor and Mumtaz Ahmed can foster a firm’s growth and exceptional performance.


2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Joseph Blasi ◽  
Douglas Kruse ◽  
Dan Weltmann

PurposeThe purpose of this study is to understand how majority employee-owned firms responded to the pandemic compared to firms that were not majority employee-owned. The Employee Ownership Foundation partnered with Rutgers University and the SSRS survey firm to survey ESOP and non-ESOP firms about their responses to the COVID-19 pandemic. A key purpose of the survey was to estimate firm-level changes in employment from mid-January to August (current employment figures were adjusted to August 5 using BLS industry employment trends). The survey also looked at other forms of adjustment and responses to the pandemic as reviewed below. The focus in this study is on the differences between firms that are majority owned by ESOPs and those that are not.Design/methodology/approachThe survey included 247 executives from ESOP Association member companies and 500 executives from an SSRS business panel constructed to be representative of US companies with 50 or more employees. The survey started on August 5 and ended on September 23, 2020.Findings(1) Majority ESOP firms had employment declines from January to August that were on average only one-fourth as large as for other firms. The difference is maintained when controlling for industry membership. (2) Majority ESOP firms were more likely to be declared “essential,” but the lower employment cutbacks among majority ESOP firms remain among essential and non-essential businesses. As essential businesses, majority ESOP firms were more likely receive Paycheck Protection Program or other government pandemic assistance, but both assistance recipients and non-recipients had lower employment cutbacks among majority ESOP firms. (3) The extent of employment cutbacks was higher for non-managers than for managers, but the manager/non-manager gap was higher among other firms than among majority ESOP firms.Research limitations/implicationsThis study supports empirical findings done previously.Practical implicationsThis study suggests to non-EO firms what they can do.Social implicationsThis study suggests strengths of EO firms.Originality/valueA very original and one-of-a-kind dataset.


2019 ◽  
Vol 57 (9) ◽  
pp. 2414-2435
Author(s):  
Wenge Zhang ◽  
Jun Li ◽  
Yiyuan Mai

Purpose The purpose of this paper is to examine the relationship between industry association membership and firm innovation in Chinese private ventures. A secondary objective is to investigate potential moderating effects of firm learning practices and founder characteristics on the above relationship, and to draw out implications for policymakers and practitioners. Design/methodology/approach The paper utilizes data from a sample of 567 Chinese entrepreneurial firms operating in 9 designated emerging industries. Hierarchical regression models were employed to analyze the effect of industry association membership on firm innovation, and the potential moderating effects. A 2SLS procedure was adopted to control for potential endogeneity issue. Supplemental analyses were conducted to ensure the robustness of the findings. Findings The paper provides empirical insights about how industry association membership, along with firm learning practice and founder leadership, affect firm innovation in Chinese private ventures in emerging industries. It suggests that industry association membership positively affects firm innovation. Further, there is a three-way interaction effect of industry association membership, learning practice and founder power on innovation. Research limitations/implications Due to the design of the data set, there are some limitations. First, the study only considered whether a firm belongs to an industry association, but not the nature of such membership (length, firm status in the association, etc.). Second, the cross-sectional design may limit the power of the study to make casual implications about the tested relationships. Practical implications The paper provides important practical implications for policymakers and entrepreneurs in China. In general, the results suggest that private ventures pursuing innovation in emerging industries can benefit from industry associations, and entrepreneurs shall actively engage in firm-level and personal-level learning. For policymakers, the study suggests that to foster innovation in an emerging industry, special attention shall be paid to building necessary institutional support to develop and to strengthen the role of industry association in the industry. Originality/value This paper fulfills an important gap in the literature in that it is one of the first, which investigates the role of the industry association in firm innovation, especially in a non-western context. This paper provides new insights into the role of industry association and firm innovation in an under-researched developing economy context.


2017 ◽  
Vol 19 (1/2) ◽  
pp. 138-150
Author(s):  
Mark Taylor ◽  
Denis Reilly

Purpose This paper aims to present the application of situation calculus for knowledge representation in missing persons investigations. Design/methodology/approach The development of a knowledge representation model for the missing persons investigation process based upon situation calculus, with a demonstration of the use of the model for a missing persons example case. Findings Situation calculus is valuable for knowledge representation for missing persons investigations, as such investigations have state changes over time, and due to the complexity of the differing investigation activities applicable to different situations, can be difficult to represent using simpler approaches such as tables or flowcharts. Research limitations/implications Situation calculus modelling for missing persons investigations adds formalism to the process beyond that which can be afforded by the current use of text, tables or flowcharts. The additional formalism is useful in dealing with the uncertainty present in such investigations. Practical implications The implications are a simplification of the application of the current police guidelines, and thoroughness in the application of such guidelines for missing persons investigations via situation calculus modelling. Social implications This paper supports the management of missing person investigations, by using the most critical variables in a missing persons investigation to determine relevant investigation and search activities applicable to the circumstances of a given case. Originality/value The novelty of the knowledge representation approach is the application of situation calculus via state and action vectors and a matrix of fluents to the process of missing persons investigations.


2016 ◽  
Vol 16 (4) ◽  
pp. 709-725 ◽  
Author(s):  
Nils M. Høgevold ◽  
Göran Svensson

Purpose The purpose of this paper is to frame the development and directions of business sustainability efforts. Design/methodology/approach A qualitative study was undertaken with respect to a convenience sample of reputable companies in Norway, which have implemented significant business sustainability efforts within their organisations, their business networks, the marketplace and in the society, beyond the level of mere compliance. Findings Different directions are associated with the development of corporate efforts in connection with business sustainability. Business sustainability efforts are not static, but dynamic and based upon continuous flexibility to changes and adaptations over time. Research Limitations/implications The current study highlights the need for further research into the development and directions of corporate efforts in connection with business sustainability in the marketplace and society. A key suggestion for further research is to further explore the existence of other directions. Practical Implications The directions reported, provide a framework to assess the development or the status of companies’ business sustainability efforts in the marketplace and society. Corporate efforts in connection with business sustainability develop over time as experiences are gained and personal impressions move the identified directions forward. Originality/value This study contributes to seven interconnected directions of corporate efforts in connection with business sustainability that are both relevant and potentially fruitful to both scholars and practitioners.


2019 ◽  
Vol 42 (1) ◽  
pp. 122-140 ◽  
Author(s):  
Ada Leung ◽  
Huimin Xu ◽  
Gavin Jiayun Wu ◽  
Kyle W. Luthans

Purpose This paper aims to examine a type of interorganizational learning called Industry Peer Networks (IPNs), in which a network of non-competing small businesses cooperates to improve their skills and to stay abreast of the industry trends, so that the firms remain competitive in the local and regional markets. The key characteristic of an IPN is the regular gathering of peers in small groups (typically 20 or fewer carefully selected members) in an atmosphere of significant trust, guided by a facilitator, to participate in a series of formal and informal activities through established guidelines, to share knowledge about management and marketing, exchange information about industry trends beyond their core markets, discuss issues related to company performance and provide constructive criticism about peer companies. Design/methodology/approach The qualitative research on the context included visits to 13 peer meetings, three workshops for peer members, seven semi-structured interviews with members and many communications with the founder, chairman, committee chairpersons and several facilitators of peer meetings that spanned across five years. Data collection and analysis followed grounded theory building techniques. Findings The authors identified both cooperative and competitive learning practices that a small business could carry out to grow from a novice to an expert IPN peer member. The cooperative elements such as peer discussions, disclosure of financial data and exposure to various business models allow member firms to learn vicariously through the successes and/or failure of their peers. At the same time, the competitive elements such as service delivery critiques, business performance benchmarking and firm ranking also prompt the members to focus on execution, to emphasize accountability and to strive for status in the network. The IPN in this research has also built network legitimacy over time, and it has sustained a viable administrative entity that has a recognizable form and structure, whose functions are to strategically manage network activities and network growth to attract like-minded new members. Research limitations/implications First, because this research focused on fleshing out the transformative practices engaged by IPN peers, it necessarily neglected other types of network relationships that affect the small businesses, including local competitors, vendors and customers. Second, the small employment size of these firms and the personal nature of network ties in the IPN may provide an especially fertile ground for network learning that might not exist for larger firms. Third, the technology-intensive and quality-sensitive nature of IT firms may make technological trend sensitization and operating efficiency more competitive advantages in this industry than in others. Finally, although participation in IPN is associated with higher level of perceived learning, the relationship between learning and business performance is not yet articulated empirically. Practical implications The study contributes to the understanding of cooperative/competitive transformative practices in the IPN by highlighting the defining features at each transformation stage, from firms being isolated entities which react to market forces to connected peers which proactively drive the markets. IPNs are most effective for business owners who are at their early growth stage, in which they are positioned to grow further. Nevertheless, the authors also present the paradoxical capacity of IPNs to propel firms along trajectories of empowerment or disengagement. Social implications As 78.5 per cent of the US firms are small businesses having fewer than 10 employees, the knowledge of firm and IPN transformation is important for both researchers and advocates of small businesses to understand the roots of success or failure of firms and the IPNs in which they are embedded. Originality/value Earlier research has not explored the network-level effects as part of a full array of outcomes. Instead, research involving IPNs has focused primarily on the motivation and immediate firm-level outcomes of IPNs. Research to this point has also failed to examine IPNs from a developmental perspective, how the firms and the IPN as a network transform over time.


mBio ◽  
2011 ◽  
Vol 2 (3) ◽  
Author(s):  
T. David Matthews ◽  
Wolfgang Rabsch ◽  
Stanley Maloy

ABSTRACTHost-specific serovars ofSalmonella entericaoften have large-scale chromosomal rearrangements that occur by recombination betweenrrnoperons. Two hypotheses have been proposed to explain these rearrangements: (i) replichore imbalance from horizontal gene transfer drives the rearrangements to restore balance, or (ii) the rearrangements are a consequence of the host-specific lifestyle. Although recent evidence has refuted the replichore balance hypothesis, there has been no direct evidence for the lifestyle hypothesis. To test this hypothesis, we determined therrnarrangement type for 20Salmonella entericaserovar Typhi strains obtained from human carriers at periodic intervals over multiple years. These strains were also phage typed and analyzed for rearrangements that occurred over long-term storage versus routine culturing. Strains isolated from the same carrier at different time points often exhibited different arrangement types. Furthermore, colonies isolated directly from the Dorset egg slants used to store the strains also had different arrangement types. In contrast, colonies that were repeatedly cultured always had the same arrangement type. Estimated replichore balance of isolated strains did not improve over time, and some of the rearrangements resulted in decreased replicore balance. Our results support the hypothesis that the restricted lifestyle of host-specificSalmonellais responsible for the frequent chromosomal rearrangements in these serovars.IMPORTANCEAlthough it was previously thought that bacterial chromosomes were stable, comparative genomics has demonstrated that bacterial chromosomes are dynamic, undergoing rearrangements that change the order and expression of genes. While mostSalmonellastrains have a conserved chromosomal arrangement type, rearrangements are very common in host-specificSalmonellastrains. This study suggests that chromosome rearrangements in the host-specificSalmonella entericaserovar Typhi, the causal agent of typhoid fever, occur within the human host over time. The results also indicate that rearrangements can occur during long-term maintenance on laboratory medium. Although these genetic changes do not limit survival under slow-growth conditions, they may limit the survival ofSalmonellaTyphi in other environments, as predicted for the role of pseudogenes and genome reduction in niche-restricted bacteria.


2018 ◽  
Vol 46 (3) ◽  
pp. 3-9 ◽  
Author(s):  
Steve Denning

Purpose As Agile management thinking spreads to every part and every kind of organization, including their competitors, corporate leaders need to take steps to ensure they get and keep a good seat at the Agile table. Design/methodology/approach The author’s first hand research finds that firms are learning the hard way that software process and value innovation requires a different way of running the organization to be successful. The whole firm has to become nimble, adaptable and able to adjust on the fly to meet the shifting whims of a marketplace driven by dynamic changes in customer value. Findings The Agile way of working is provoking a revolution in business that affects almost everyone. Agile organizations are connecting everyone and everything, everywhere, all the time. They are capable of delivering instant, intimate, frictionless value on a large scale. Practical implications Examples of the new way of running organizations are everywhere apparent. It’s not just the five biggest firms by market capitalization: Amazon, Apple, Facebook, Google and Microsoft. It’s also firms like Airbnb, Etsy, Lyft, Menlo Innovations, Netflix, Saab, Samsung, Spotify, Tesla, Uber and Warby Parker. Social implications A new kind of management was needed to enable this new kind of worker -- a fundamentally different way of running organizations. Agile is economically more productive and a better fit with the new marketplace. And it had immense potential benefit for the human spirit. It could create workplaces that enabled human beings to contribute their full talents on something worthwhile and meaningful – creating value for other human beings. Originality/value Continuing the management practices and structures of the lumbering industrial giants of the 20th Century is no longer a viable option for today’s firms. To survive, let alone thrive, leaders today must recognize that Agile is not something happening in software alone.


Sign in / Sign up

Export Citation Format

Share Document