To All
We are working to collect information about the resident labor force in Cambridge,
Massachusetts. We set the residence as the State-Place of Cambridge city, MA, and the
workplace as POW State-Place of Cambridge city, MA.
The numbers in the CTPP Flows tables are not adding up as expected. Table A304100 - Total
workers (1) (Workers 16 years and over) provides an estimate of 27,725 (MOE 847), whereas
Table B303100 - Household income in the past 12 months (2016$) (9) (Workers 16 years and
over in households) provides a total estimate of 37,300 (MOE 2,054). Furthermore, when we
add up the count of workers in each income bracket in Table B303100 they sum to 22,470.
I could understand if the total number of resident workers 16 and older in households was
smaller than total workers over 16, but we cannot make sense of how the reverse could be
true. It also doesn't explain why the sum of all categories is smaller than the
listed total. Could data suppression account for this? That would seem unlikely at the
level of a city of our size. Could the results be due to data suppression at smaller
geographic levels having a ripple effect on a larger geo? I understand workers with an
unclear or imprecise work address are excluded from the flow data. Are these issues a
result of that screening or is this a different type of issue?
Interestingly, the numbers make sense as expected when we look at the Residence tables for
the same geography. Table A102101 - Total workers (1) (Workers 16 years and over) provides
an estimate of 61,925 (MOE 1,008) and Table A103100 - Total Workers in households (1)
(Workers 16 years and over in households) estimates 54,195 (MOE 1,075).
Any help on interpreting our resident labor force stats is appreciated.
Cliff Cook
Clifford Cook
Senior Planning Information Manager
Cambridge Community Development Department
344 Broadway, Cambridge, MA. 02139
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