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We model transitions between unemployment, low-paid and high-paid employment by British men using a first order Markov model with endogenous switching that also takes into account the endogeneity of initial conditions, selection into employment, and sample attrition. Our estimates indicate that all three selectivity issues are non-ignorable. We demonstrate several interrelationships between the dynamics of (un)employment and low-paid work between one year and the next, represented by forms of (cross-)state dependence. Controlling for heterogeneity, the probability of a man having a low-paid job in one year depends not only whether he had a job a year before but also whether that job was low paid. The probability of his being employed at all depends on whether he had a job the previous year.

Over the past decade, the rapid evolution of social media has impacted the field of human resource management in numerous ways. In response, scholars and practitioners have sought to begin an investigation of the myriad of ways that social media impacts organizations. To date, research evidence on a range of HR-related topics are just beginning to emerge, but are scattered across a range of diverse literatures. The principal aim of this chapter is to review the current literature on the study of social media in HRM and to integrate these disparate emerging literatures. During our review, we discuss the existent research, describe the theoretical foundations of such work, and summarize key research findings and themes into a coherent social media framework relevant to HRM. Finally, we offer recommendations for future work that can enhance knowledge of social media’s impact in organizations.

This paper analyzes the age pay gap in Italy (22%), particularly as it is of interest in an aging society and as it may affect social cohesion. Instead of the traditional approach for model selection, we use a machine-learning approach (post double robust Least Absolute Shrinkage Operator [LASSO]). This approach allows us to reduce Omitted Variable Bias (OVB), given data restrictions, and to obtain a robust estimate of the conditional age pay gap. We then decompose the conditional gap and analyze the impact of four further potential sources of heterogeneity (workers', sectors', and occupations' permanent heterogeneity as well as sample selection bias). The results suggest that age discrimination in pay is only perceived but not real in Italy for both men and women.

Controversy in the literature exists over whether self-employment is driven by worker’s deliberate entrepreneurial choices (pull factors) or an indeliberate subsistence employment option (push factors) in developing countries. It is therefore very important to investigate whether the self-employed are the dynamic entrepreneurial group or the subsistence-oriented group. In this chapter, the authors examine the driving forces behind the plausible growth of self-employment in urban and rural Nigeria by analyzing the self-employment choices as a function of employment’s differences in predicted earnings, human capital, demographic and family characteristics. Using the 2010/2011 and 2012/2013 waves of the General Household Survey Panel data for Nigeria, this chapter utilizes the Random Effects Regression Models (OLS and Probit Models). This chapter finds that the predicted individual earning differences between self- and paid-employment has a negative significant effect on self-employment choices – contrary to developed countries’ evidence. In other words, overwhelmingly the poor are “entrepreneurs.” This therefore means that self-employment choice is driven by the necessity of survival – the subsistence self-employed groups rather than the dynamic entrepreneurial hypothesis. The implication of these finding is unique and interesting for an African country such as Nigeria where the self-employees are vulnerable to poverty and perhaps an involuntary employment option conditioned by economic failures.

It is widely established that many hiring managers view social networking websites (SNWs) such as LinkedIn and/or Facebook in the employment selection process, leading to the acceptance or rejection of job applicants. Due to the rapid evolution of social media, scientific study of SNWs has been substantially outpaced by organizational practice. This chapter focuses on a wide range of issues related to SNW screening relevant to research and practice.

The chapter: (1) reviews the current state of SNW screening practices, (2) describes a wide range of HR issues that should be considered such as privacy, discrimination, negligent hiring, validity, reliability, generalizability, impression management, applicant reactions, and utility, (3) draws connections to related issues already addressed by established employment selection methods to inform SNW screening, (4) discusses pros and cons of potential SNW screening approaches, and (5) provides a framework of best practices that should be incorporated into social network screening policies.

As an emerging employment selection approach, SNW screening demonstrates potential as a rich source of applicant information, but includes numerous legal and ethical issues. Further, these potential benefits and risks vary widely depending on the approaches used.

Provides HR practitioners with a wide range of information necessary to develop an effective social network screening policy, while making the case for academics to pursue research in this nascent area.

Empirical studies show low pecuniary returns as a result of switching from wage employment to entrepreneurship. We reconsider the pecuniary gains attributable to this switching by using an event study design and a variety of identifying assumptions aimed at obtaining robust estimates of causal effects. An earnings equation is estimated on data covering the whole Norwegian population of individuals matched to the entire population of firms established in the period 2002–2013. We find unambiguous evidence that the average returns to entrepreneurship are negative for individuals entering entrepreneurship through self-employment and positive, but modest for incorporated startups. The positive returns to incorporated entrepreneurship comes at the cost of much higher income risk: incorporated entrepreneurs experience an increase in the standard deviation of log earnings growth of almost 75% compared to remaining in wage employment. While there is a huge gender gap in entrepreneurship rates, we find no significant difference between men and women in the average returns to entrepreneurship.

Purpose – This chapter examines how gender, parenthood, and partner's employment are related to individual's employment patterns, analyzing paid work at individual and household levels.

Methodology/approach – Analyses use individual-level data from the Luxembourg Income Study (LIS) wave 5 for 19 countries, for adults aged 25–45. We use logistic regression and a two-stage Heckman sample selection correction procedure to estimate the effects of gender and parenthood on the probabilities of employment and full-time employment.

Findings – The variation between mothers and childless women is larger than that between childless men and childless women; differences in women's employment patterns are driven by gendered parenthood, controlling for women's human capital, partnered status and household income. Fathers and mothers' employment hours in the same household vary cross-nationally.

Mothers' employment behaviors can identify important differences in the strategies countries have pursued to balance work and family life.

Research implications – Important differences between childless women and mothers exist; employment analyses need to recognize the variation in employment hours among women, and how women's hours are related to partners' hours. Further research should consider factors that shape employment cross-nationally, as well as how these relate to differences in wages and occupational gender segregation.

Practical implications – Employment choices of women and mothers must be understood in terms of employment hours, not simply employment, and within the context of partners' employment.

Originality/value of paper – Our chapter clarifies the wide dispersion of employment hours across countries – and how men's and women's employment hours are linked and related to parenthood.