Appendix Table E1

Groups of working conditions examined

Factor Name of metric Indicator associated Notes Curve affected
Direct metric
Teachers needed (net) Shortage Unfilled vacancies A teacher shortage occurs when demand is greater than supply, which can be the result of either increases in demand or decreases in supply or of both simultaneously (Guarino et al. 2006). The imbalance between teacher supply and teacher demand in the school year 2015-2016 is of about 64,000 teachers needed. The projected trends for teacher demand and supply indicate that the demand in 2018 and onwards will exceed supply by about 112,000 teacher vacancies (around 300,000 teachers demanded per year and about 190,000 teachers supplying their job) (Sutcher et al. 2016) Imbalance between supply and demand
Number of emergency certificates issued[1]
Perceptions of shortages by district superintendents or human resource directors[2]
Hiring and personnel management
X-year projections of teacher supply and demand that inform planning for future workforce needs [Based on trends and forecasts for a number of factors.]
Indirect metrics: STAFFING SCHOOLS
Recruiting Teacher preparation enrollments, production and recruitment of new teaching candidates Number/share of newly certified teachers Supply of new teachers has been atypically low in recent years. Supply
Number of preparation program enrollees/completers in preparation programs [Percentage change over time in the number of enrollees/completers] Enrollment in teacher education programs had decreased significantly. In 2014, there were about 240,000 fewer new professionals relative to 2009, and re-entrants (those who have stepped out of teaching, who make up one-third to one-half of each year’s supply) were not attracted by policies that make teaching an attractive and accessible possibility (Sutcher et al. 2016).
Degrees conferred in education [Percentage change over time in the number of degrees conferred in education]
Number of applicants (per vacancy)[3]
Share of applicants who are new to the profession
Preparation and costs to entry, and change in costs over time
Induction and support for new teachers
Retaining Teacher attrition: turnover, retention Number/share of teachers leaving the profession Attrition is sometimes called the “leaky bucket and revolving door” (Ingersoll 2004). Supply
and voluntary attrition Number/share of teachers moving to another school, High teacher attrition is seen as the single largest problem in explaining shortages in teacher labor markets.[4] Out of the 250-260,000 new teachers needed each year between 2013-2017, pre-retirement attrition and voluntary turnover are responsible for the largest share (about 160-170,000 teachers needed to replace them); retirement is responsible for about 60-75,000 teachers needed.
Number/share of projected retirees It is argued that reducing attrition “by half could virtually eliminate shortages” (Sutcher et al 2016). This target would also situate the U.S. rate at the attrition level of other countries (Darling-Hammond et al 2017).
Share of teachers retiring
Qualifications of teachers who stay, move or quit
Number/share of qualified teachers [Percentage change over time in the share of qualified teachers]
Hiring Replacing teachers who moved or quit, efforts made by districts to return to pre-recession pupil-teacher ratios, increasing student enrollment, Number of vacancies (per applicant) Affected by changes in enrollment, regulation, teacher supply, and working conditions offered, etc. Demand
or creating new posts Share of schools reporting vacancies Working conditions: school leadership, professional collaboration and shared decision-making, accountability systems, and resources for teaching and learning, school climate (Podolsky et al. 2016; Loeb, Darling-Hammond, & Luczak 2005; Ingersoll 2001, Moore-Johnson et al. 2012)
Share of newly hired teachers (as a proportion of total teachers)
Share of newly hired teachers in their first year of teaching
Share of filled/unfilled vacancies
Difficulty in hiring
Pupil-teacher ratios (projected)
Change over time in student enrollment (projected)
Indirect metrics: OFFERING ATTRACTIVE CONDITIONS (WAGES, ADDITIONAL COMPENSATION, AND WORKING CONDITIONS)
Attracting Institutional characteristics and reforms Pupil-teacher ratios Affected by changes in enrollment, regulation, etc. External (demand, supply)
Salaries, pensions and other compensation Quoting Ingersoll: Schools could attract teachers better by “increasing support for teachers, raising salaries, reducing student misbehavior, and giving faculty members more say in school decision-making” (Education Week 2002)
Working conditions–including school climate, vocation for teaching, willingness to move to a higher paying job
Preparation and costs to entry
Induction and support for new teachers
Change over time in student enrollment (projected)
Change over time in expenditures by function
Change over time in share accounted for salaries and benefits in total expenditures
Share accounted for salaries and benefits by function in expenditures of function

Source: Garcia and Weiss 2020c.

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