Primary Outcomes (end points)
There are three domains of outcomes of interest: (i) match quality; (ii) hiring process; and (iii) firm learning. The first domain contains the primary outcomes of interest while (ii) and (iii) are intermediate outcomes. Primary outcomes will be excluded from analysis if: (1) more than 10 percent of observations are missing (not including attrition and skips) and (2) if more than 90 percent of indicator variable responses take a single value.
Match Quality Performance:
1) Employer perception of worker skill fit with the job (scale 0-10)
2) Employer performance evaluations of worker (scale 1-5)
3) Employee job satisfaction (1-5)
4) Employee perception of skill fit (0-10)
5) Wage levels
Secondary domains include:
Hiring process metrics (time-to-hire, applicant pool quality)
o Hiring process duration
o Number of applications
o Number/share of eligible candidates
o Applicant characteristics (gender, age, education etc)
Firm adaptation (changes in hiring practices, job description quality, and assessment methods)
o Job Advert characteristics (length, present sections, detail level)
o Advertising methods (ex. online, professional networks, personal networks, news papers)
The study will measure heterogeneous effects across several key dimensions:
Firm hiring practices: comparing effects between firms that already use modern recruitment methods (online job boards, formal HR processes) versus traditional methods
Position characteristics: analyzing whether effects vary by job complexity or required qualifications
Prior hiring experience: investigating whether firms/managers with more versus less experience hiring higher educated workers show different responses to each treatment
Hiring process duration: analyzing whether structured job analysis leads to longer but potentially more effective hiring processes, and whether this varies by firm type
This heterogeneity analysis helps identify which firms benefit most from pre-posting versus post-posting support, and allow us to test mechanisms behind any treatment effects.