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Engineers and swing dancing

Clayton

8/19/2014

The Question:

Are Engineers attracted to Swing Dancing?

In more detail: Is the percentage of swing dance engineers significantly greater than the percentage of non-swing dance engineers

2

Why this question?

It seems like almost everybody at a swing dance is an engineer

Is this because I live in Boston?

I have been a swing dancer for many years, and it has always struck me as odd that there are so many engineers. I am curious to find out if the quantity of engineers at our dances is a result of the dance itself, or a result of high concentration of engineers in the Boston area.

3

My Hypothesis

I believe the percentage of engineers at a swing dance is significantly greater than the percentage engineers in the general populace

I know Boston has a lot of engineers, but I personally think that there is something about swing dancing that attracts them. If my hypothesis is valid, then I will be able to consider “why” they are attracted to swing.

4

The Variables

Whether or not a person is an engineer

Whether or not a person is a swing dancer

The analysis really only requires one variable, whether or not a person is an engineer; however, whether or not a person is a swing dancer is a significant part of reaching a conclusion.

5

Population

The population surveyed is active lindy hoppers in the Boston area

Data for the general population is provided utilizing online sources

It should be noted that there are many forms of swing dance, and I have chosen to just focus on one type, Lindy Hop, due to knowing the scene well and being able to make all of the major dances. Research was done ahead of time to make sure general population statistics were available online

6

Data Collection

Lindy hop data

Data collected over one week at the three major swing dances in the area

Most of the dancers at each dance were surveyed

The survey asked for information about where the participant lived, what they did for work, as well as some other questions related to years dancing, education, and gender

Population of the area data

Data collected using a Census search tool that can be found at http:// factfinder2.census.gov/faces/nav/jsf/pages/index.xhtml

Based off 2012 census data

Most of the dancers refers to me going to everybody I could get to at each dance. I first asked permission, then made sure I had not already spoken to them. I would venture that I was able to get to 80%+ people at the first dance, and 95%+ people at the second two dances. I also asked some other questions that were unrelated to this project in hopes that I could garner some other statistical data that might be helpful to know.

7

Possible Bias

Not everybody was surveyed at the dances

I only was able to survey people at the dances, missing people who were not there that week

Only one type of swing dance was covered

Census data was from 2012 (the most current available)

I could not come up with a way to do a random sample while surveying at the dance, so I decided to go after the whole population. This lead to some convenience bias’ (mentioned above). The census data not being current is a form of measurement bias that was impossible to avoid.

8

Organizing the Data

The survey initially yielded 230 data points, but the places where the candidates lived were all over the place.

I chose to work with the top seven locations of participants: Arlington, Boston, Brookline, Cambridge, Medford, Newton, and Somerville.

This narrowed my data points down to 135, and made it possible for me to gather necessary data from the US census website.

If I had wanted to use all of the locations (including international), I would have had to gather population statistics for each of the places listed in response to the survey. Due to the fact that the study is meant to compare a local swing population to it’s general population, I decided to only use the places that had representation of 4 or more participants. It just so happens that the places used account for a good portion of the major cities in metro Boston. This does add a caveat to my results, however, since this is now a test for these cities rather than all of the Boston area.

9

Testing the Hypothesis

The null Hypothesis (H0) is that the outcomes of the sample group (the swing dancers) will be relative to that of the general population (census statistics)

The alternative Hypothesis (HA) is that the outcomes of the sample group (the swing dancers) will be significantly different from that of the general population (census statistics)

A Goodness-of-fit Chi-square test will be used to analyze the data

The level of significance will be: alpha = 0.5%

Due to this not having multiple variables to work with, it is impossible for me to do a Chi-square test hypothesis test for independence. I did some research and came across a goodness-of-fit chi-square test that works with my data. I considered forcing the test for independence, but realized that it just was not a good fit.

10

Initial Analysis – Bar Graph

Once I had my data, I used the occupation categorization that the US Census utilizes to assign the participants into an occupation group. This graph is a comparison of the swing populations job distribution compared to the general populations job distribution. 1300-1560 is the comparison most related to this study as it includes all engineering job-types. The bar graph shows a large difference between the two populations.

11

Goodness-of-fit Chi-Square Test

The p-value is less 0.05%, therefore we can reject H0 and accept HA

12

Results

Based on the bar graph, we can see that the percentage of engineers at a swing dance is far greater than the percentage of engineers in the general population of the cities used in this test.

Combined with the significant results from the Goodness-of-Fit Chi-Square test, we can say that my hypothesis is correct: The percentage of engineers at a swing dance is significantly greater than the percentage engineers in the general populace!

The statistics are in! We are correct!

13

Reflection

Positive experiences

Discovering an alternate test for my analysis was a huge relief

The conversations I was able to have with curious participants were wonderful. Most of them are very curious to learn about my results

Negative experiences

Realizing that the chi-square test for independent variables did not apply!

Parsing the census data

Surprises!

Additional data provided very interesting information: like19/20 of the engineers in my sample were male

Most of the engineers only have a bachelors, yet I assume they make twice as much as me

I really enjoyed doing this project. The topic has come up so often between myself and my friends, and now I can say that it is indeed true, engineers are attracted to swing dancing. There were some tough parts of putting this together, but I learned a lot.

14

Moving Forward

I wish I could conduct this study in multiple cities to find out if the results are similar.

Now I know there is a statistical significance in the amount of engineers, but that does not explain why.

I think a proper study would also cover the other forms of swing dance.

I am definitely going to analyze the data for other results as well that will be useful to the swing scene (How many newcomers in a week? How educated are swing dancers? What is the average amount of time a person has been a swing dancer?)

It is a pity that I can only collect this data for Boston. I am so curious to find out if it is a product of our city (we do a lot of recruiting at MIT), or if this is world-wide (dancers from other scenes say they have tons of engineers). If the results in other cities are similar, then maybe I can start theorizing about why engineers are attracted to the dance (maybe because it has a formula… who knows?).

I also look forward to providing information to the leaders of the swing scene about years people have danced and other interesting facts.

15

Students / Unemployed / Unable to categorize:0000

Management Occupations:0010-0430

Business and Financial Operations Occupations:0500-0950

Computer and mathematical occupations:1000-1240

Architecture and Engineering Occupations:1300-1560

Life, Physical, and Social Science Occupations:1600-1965

Community and Social Service Occupations:2000-2060

Legal Occupations:2100-2160

Education, Training, and Library Occupations:2200-2550

Arts, Design, Entertainment, Sports, and Media Occupations:2600-2960

Healthcare Practitioners and Technical Occupations:3000-3540

Healthcare Support Occupations:3600-3655

Protective Service Occupations:3700-3955

Food Preparation and Serving Related Occupations:4000-4160

Building and Grounds Cleaning and Maintenance Occupations:4200-4250

Personal Care and Service Occupations:4300-4650

Sales and Related Occupations:4700-4965

Office and Administrative Support Occupations:5000-5940

Farming, Fishing, and Forestry Occupations:6005-6130

Construction and Extraction Occupations:6200-6940

Installation, Maintenance, and Repair Occupations:7000-7630

Production Occupations:7700-8965

Transportation Occupations:9000-9420

Material Moving Occupations:9500-9750

Observed

survey

outcomes

Probability of

Expected outcome

(based off of

census statistics)

Expected

responses(obs-exp)2 / exp

Yes200.0131.755189.6752279

No1150.987133.2452.498255282

Sum1351135192.1734832

p Value:7.382 x 10^-4

Are you a swing

dancer?

Sheet2

25 Andover 1 Andover 1
108 Andover 2 Andover 2
36 Arlington 1 Arlington 1
50 Arlington 2 Arlington 2
91 Arlington 3 Arlington 3
125 Arlington 4 Arlington 4
126 Arlington 5 Arlington 5
128 Arlington 6 Arlington 6
186 Arlington 7 Arlington 7
212 Arlington 8 Arlington 8
216 Arlington 9 Arlington 9
218 Arlington 10 Arlington 10 10
192 Barrington, NH 1 Barrington, NH 1
52 Berlin, Int 1 Berlin, Int 1
34 Berlin, MA 1 Berlin, MA 1
167 Beverly 1 Beverly 1
160 Billerica 1 Billerica 1
2 Boston 1 Boston 1
16 Boston 2 Boston 2
21 Boston 3 Boston 3
53 Boston 4 Boston 4
58 Boston 5 Boston 5
71 Boston 6 Boston 6
81 Boston 7 Boston 7
83 Boston 8 Boston 8
112 Boston 9 Boston 9
113 Boston 10 Boston 10
130 Boston 11 Boston 11
131 Boston 12 Boston 12
136 Boston 13 Boston 13
137 Boston 14 Boston 14
155 Boston 15 Boston 15
158 Boston 16 Boston 16
159 Boston 17 Boston 17
217 Boston 18 Boston 18
208 Allston 1 Boston, Allston 19
32 Brighton 1 Boston, Brighton 20
33 Brighton 2 Boston, Brighton 21
138 Brighton 3 Boston, Brighton 22
48 Dorchester 1 Boston, Dorchester 23
61 Dorchester 2 Boston, Dorchester 24
203 Dorchester 3 Boston, Dorchester 25
183 East Boston Boston, East Boston 26
24 Jamaica Plains Boston, JP 27
56 Jamaica Plains Boston, JP 28
133 Jamaica Plains Boston, JP 29
185 Jamaica Plains Boston, JP 30
214 Jamaica Plains Boston, JP 31
219 Jamaica Plains Boston, JP 32 32
13 Brookline 1 Brookline 1
31 Brookline 2 Brookline 2
101 Brookline 3 Brookline 3
118 Brookline 4 Brookline 4
150 Brookline 5 Brookline 5
151 Brookline 6 Brookline 6
152 Brookline 7 Brookline 7 7
46 Brussels, int 1 Brussels, int 1
8 Cambridge 1 Cambridge 1
11 Cambridge 2 Cambridge 2
14 Cambridge 3 Cambridge 3
17 Cambridge 4 Cambridge 4
22 Cambridge 5 Cambridge 5
37 Cambridge 6 Cambridge 6
38 Cambridge 7 Cambridge 7
42 Cambridge 8 Cambridge 8
44 Cambridge 9 Cambridge 9
54 Cambridge 10 Cambridge 10
60 Cambridge 11 Cambridge 11
69 Cambridge 12 Cambridge 12
77 Cambridge 13 Cambridge 13
82 Cambridge 14 Cambridge 14
85 Cambridge 15 Cambridge 15
99 Cambridge 16 Cambridge 16
100 Cambridge 17 Cambridge 17
104 Cambridge 18 Cambridge 18
114 Cambridge 19 Cambridge 19
117 Cambridge 20 Cambridge 20
121 Cambridge 21 Cambridge 21
127 Cambridge 22 Cambridge 22
129 Cambridge 23 Cambridge 23
156 Cambridge 24 Cambridge 24
157 Cambridge 25 Cambridge 25
161 Cambridge 26 Cambridge 26
162 Cambridge 27 Cambridge 27
174 Cambridge 28 Cambridge 28
176 Cambridge 29 Cambridge 29
198 Cambridge 30 Cambridge 30
199 Cambridge 31 Cambridge 31
204 Cambridge 32 Cambridge 32
209 Cambridge 33 Cambridge 33
215 Cambridge 34 Cambridge 34
221 Cambridge 35 Cambridge 35
222 Cambridge 36 Cambridge 36
226 Cambridge 37 Cambridge 37
232 Cambridge 38 Cambridge 38 38
115 Chelmsford 1 Chelmsford 1
57 Chelsea 1 Chelsea 1
211 Concord 1 Concord 1
64 Dedham 1 Dedham 1
102 Dracut 1 Dracut 1
5 Durham, NH 1 Durham, NH 1
220 East Lansing, Michigan East Lansing, Michigan 1
59 East Templeton East Templeton 1
179 Everett Everett 1
194 Foxboro Foxboro 1
165 Framingham Framingham 1
173 Framingham Framingham 2
195 Franklin Franklin 1
196 Franklin Franklin 2
107 Germany Germany 1
154 Glastonbury, CT Glastonbury, CT 1
28 Greenville, SC Greenville, SC 1
19 Holden Holden 1
223 Holliston Holliston 1
166 Hudson Hudson 1
103 Hyde Park Hyde Park 1
134 Ipswich Ipswich 1
210 Lexington Lexington 1
224 Little Rock, AK Little Rock, AK 1
12 Lowell Lowell 1
23 Lynne Lynne 1
47 Lyol, int Lyol, int 1
49 Malden Malden 1
122 Malden Malden 2
123 Malden Malden 3
189 Malden Malden 4
15 Manchester, NH Manchester, NH 1
139 Mansfield Mansfield 1
140 Mansfield Mansfield 2
201 Mansfield Mansfield 3
70 Marblehead Marblehead 1
197 Marblehead Marblehead 2
68 Marshfield Marshfield 1
84 Medford Medford 1
95 Medford Medford 2
96 Medford Medford 3
170 Medford Medford 4
180 Medford Medford 5
190 Medford Medford 6
191 Medford Medford 7
200 Medford Medford 8 8
187 Melrose Melrose 1
205 Melrose Melrose 2
231 Melrose Melrose 3
184 Middleborough Middleborough 1
168 Middleton Middleton 1
169 Middleton Middleton 2
225 Minneapolis, MN Minneapolis, MN 1
7 Nashua Nashua 1
97 Nashua Nashua 2
40 Needham Needham 1
41 Needham Needham 2
172 New Morken, NH New Morken, NH 1
98 Newburyport Newburyport 1
111 Newcaslte, ME Newcaslte, ME 1
18 Newton Newton 1
30 Newton Newton 2
45 Newton Newton 3
93 Newton Newton 4
94 Newton Newton 5
141 Newton Newton 6
142 Newton Newton 7
164 Newton Newton 8
175 Newton Newton 9
202 Newton Newton 10
206 Newton Newton 11 11
29 North Kingstown, RI North Kingstown, RI 1
43 North Reading North Reading 1
177 Northboro Northboro 1
178 Northboro Northboro 2
193 Norton Norton 1
6 Pawtucket, RI Pawtucket, RI 1
188 Peabody Peabody 1
116 Philadelphia Philadelphia 1
135 Portsmouth, NH Portsmouth, NH 1
63 Providence Providence 1
86 Providence, RI Providence, RI 2
229 Quincy Quincy 1
55 Revere Revere 1
149 San Antonio. TX San Antonio. TX 1
66 Scituate Scituate 1
67 Scituate Scituate 2
1 Somerville Somerville 1
3 Somerville Somerville 2
4 Somerville Somerville 3
27 Somerville Somerville 4
35 Somerville Somerville 5
39 Somerville Somerville 6
51 Somerville Somerville 7
65 Somerville Somerville 8
73 Somerville Somerville 9
74 Somerville Somerville 10
75 Somerville Somerville 11
78 Somerville Somerville 12
79 Somerville Somerville 13
80 Somerville Somerville 14
87 Somerville Somerville 15
89 Somerville Somerville 16
92 Somerville Somerville 17
109 Somerville Somerville 18
110 Somerville Somerville 19
119 Somerville Somerville 20
120 Somerville Somerville 21
143 Somerville Somerville 22
153 Somerville Somerville 23
171 Somerville Somerville 24
181 Somerville Somerville 25
207 Somerville Somerville 26
213 Somerville Somerville 27
228 Somerville Somerville 28
230 Somerville Somerville 29 29
72 Stanford, CA Stanford, CA 1
163 Stoneham Stoneham 1
105 Boston suburb 1 Suburb 1
106 Tewksbury Tewksbury 1
124 Tewksbury Tewksbury 1
76 UK UK 1
90 Wakefield Wakefield 1
10 Waltham Waltham 1
132 Waltham Waltham 2
147 Waltham Waltham 3
227 Waltham Waltham 4
62 Watertown Watertown 1
145 Watertown Watertown 2
148 Wellesley Wellesley 1
182 Wellesley Wellesley 2
146 Weston Weston 1
144 Winthrop Winthrop 1
88 Woburn Woburn 1
9 Worcester Worcester 1
20 Worcester Worcester 2
26 Worcester Worcester 3
135

Sheet3

Years Dancing
15 0 1 0 55
31 0 2 1 30
32 0 3 2 24
33 0 4 3 11
64 0 5 4 13
66 0 6 5 7
67 0 7 6 8
69 0 8 7 9
76 0 9 8 6
93 0 10 9 5
94 0 11 10 12
100 0 12 11 3
102 0 13 12 4
104 0 14 13 3
114 0 15 14 4
119 0 16 15 11
120 0 17 16 4
133 0 18 18 1
136 0 19 19 1
137 0 20 20 2
141 0 21 25 1
142 0 22
146 0 23
147 0 24
148 0 25
149 0 26
150 0 27
159 0 28
164 0 29
179 0 30
181 0 31
190 0 32
191 0 33
195 0 34
196 0 35
198 0 36
199 0 37
200 0 38
201 0 39
202 0 40
109 0 41 0.0833333333
110 0 42 0.0833333333
139 0 43 0.0833333333
140 0 44 0.0833333333
49 0 45 0.1666666667
41 0 46 0.25
151 0 47 0.25
197 0 48 0.25
168 0 49 0.3333333333
169 0 50 0.3333333333
5 0 51 0.5
68 0 52 0.5
145 0 53 0.5
161 0 54 0.5
188 0 55 0.6666666667
38 1 1
43 1 2
45 1 3
65 1 4
70 1 5
78 1 6
98 1 7
99 1 8
101 1 9
107 1 10
108 1 11
112 1 12
118 1 13
121 1 14
130 1 15
155 1 16
158 1 17
174 1 18
180 1 19
193 1 20
194 1 21
208 1 22
210 1 23
211 1 24
25 1 25 1.5
44 1 26 1.5
84 1 27 1.5
131 1 28 1.5
152 1 29 1.5
185 1 30 1.5
6 1 31 1.66666
4 2 1
7 2 2
20 2 3
21 2 4
29 2 5
39 2 6
50 2 7
52 2 8
56 2 9
72 2 10
77 2 11
83 2 12
103 2 13
115 2 14
183 2 15
203 2 16
206 2 17
214 2 18
74 2 19 2.5
79 2 20 2.5
92 2 21 2.5
126 2 22 2.5
134 2 23 2.5
167 2 24 2.5
9 3 1
27 3 2
37 3 3
42 3 4
47 3 5
48 3 6
81 3 7
82 3 8
90 3 9
184 3 10
205 3 11
3 4 1
14 4 2
24 4 3
36 4 4
51 4 5
71 4 6
96 4 7
105 4 8
116 4 9
162 4 10
166 4 11
187 4 12
215 4 13
17 5 1
40 5 2
55 5 3
129 5 4
138 5 5
170 5 6
204 5 7
2 6 1
75 6 2
80 6 3
86 6 4
87 6 5
172 6 6
186 6 7
192 6 8
23 7 1
28 7 2
30 7 3
35 7 4
61 7 5
91 7 6
111 7 7
160 7 8
173 7 9
11 8 1
13 8 2
60 8 3
88 8 4
113 8 5
171 8 6
53 9 1
62 9 2
122 9 3
165 9 4
213 9 5
12 10 1
26 10 2
46 10 3
54 10 4
73 10 5
106 10 6
117 10 7
124 10 8
135 10 9
144 10 10
154 10 11
156 10 12
58 11 1
59 11 2
176 11 3
22 12 1
63 12 2
128 12 3
182 12 4
57 13 1
95 13 2
209 13 3
1 14 1
89 14 2
157 14 3
177 14 4
8 15 1
10 15 2
16 15 3
18 15 4
19 15 5
34 15 6
85 15 7
125 15 8
132 15 9
143 15 10
153 15 11
97 16 1
175 16 2
189 16 3
212 16 4
207 18 1
123 19 1
163 20 1
178 20 2
127 25 1
55 30 24 11 13 7 8 9 6 5 12 3 4 3 4 11 4 1 1 2 1

Data

Data # How long have you been a swing dancer? Where do you currently live? What do you do for work? What was your highest level of education? If still a student, what are you studying? What gender do you identify with? sheet
208 1 Allston Software Engineer Masters M 11
25 1.5 Andover Interior Design Some College F 2
108 1 Andover Teacher Masters F 6
36 4 Arlington Defense Contractor / Aerospace Bachelors Science M 2
50 2 Arlington Student HS Undecided F 3
91 7 Arlington Speech Language Pathologist Masters F 5
125 15 Arlington Software Engineer Masters M 7
126 2.5 Arlington Program Coordinator / Non-profit Bachelors F 7
128 12 Arlington Software Engineer Bachelors M 7
186 6 Arlington Unemployed Bachelors Software Engineer M 10
212 16 Arlington Software Engineer Masters M 11
216 15 Arlington Professor / Teacher PHD M 12
218 16 Arlington Management / Education Content / Business Masters F 12
192 6 Barrington, NH Teacher / UNH Biochem PHD M 10
52 2 Berlin, Int Design Historian / Humanities PHD F 3
34 15 Berlin, MA Chemical Engineer Bachelors F 2
167 2.5 Beverly IT Some Graduate M 9
160 7 Billerica Electrical Engineer Bachelors M 9
2 6 Boston Accountant Bachelors M 1
16 15 Boston Ballroom Dancer Bachelors M 1
21 2 Boston Teacher / Student On Bachelors Printmaking F 2
53 9 Boston Educator / Guidance On Doctorate M 3
58 11 Boston Research Analyst Bachelors M 3
71 4 Boston Student On PHD Chemistry M 4
81 3 Boston Computer Science / Researcher PHD F 5
83 2 Boston Mechanical Engineer PHD M 5
112 1 Boston Student On Bachelors Business F 6
113 8 Boston Student On Bachelors Material Science M 6
130 1 Boston Software Engineer Bachelors M 7
131 1.5 Boston Office Manager Bachelors F 7
136 0 Boston Industrial Engineer / Systems Engineer Masters M 7
137 0 Boston Economist Bachelors F 7
155 1 Boston Business Analyst Masters F 8
158 1 Boston Student On PHD Mechanical Engineer M 8
159 0 Boston Student On PHD Comp Sci F 8 17
217 13 Boston Education / Instructional designer Masters F 12
105 4 Boston suburb Teacher Bachelors M 6
32 0 Brighton Student On Doctorate Biology F 2
33 0 Brighton Student On Doctorate Biology F 2
138 5 Brighton Student On PHD Biomedical Engineer F 7
13 8 Brookline MD MD F 1
31 0 Brookline Biologist Bachelors F 2
101 1 Brookline MD MD M 6
118 1 Brookline Ophthalmic Technician / Healthcare Bachelors F 7
150 0 Brookline Nurse Bachelors M 8
151 0.25 Brookline Non-profit / History / Museum Bachelors F 8
152 1.5 Brookline Legal Science Bachelors M 8
46 10 Brussels, int Media Producer / Education Designer Masters F 3
8 15 Cambridge Mechanical Engineer Masters F 1
11 8 Cambridge Financial Consultant Bachelors M 1
14 4 Cambridge Software Developer Bachelors M 1
17 5 Cambridge Human Resources / Finance Bachelors F 1
22 12 Cambridge Student On PHD Economics M 2
37 3 Cambridge Software Developer Masters M 2
38 1 Cambridge Biologist PHD F 2
42 3 Cambridge Process Engineer / Chemical Engineer Bachelors M 3
44 1.5 Cambridge Communications Masters F 3
54 10 Cambridge Computer Engineer PHD M 3
60 8 Cambridge Computer Science PHD M 4
69 0 Cambridge Student In HS Wants to study philosophy M 4
77 2 Cambridge Software Engineer Masters M 4
82 3 Cambridge Computer Science PHD M 5
85 15 Cambridge MD / Medecine / Research PHD F 5
99 1 Cambridge Unemployed Bachelors Fine Art F 6
100 0 Cambridge Data Analyst Bachelors F 6
104 0 Cambridge Student On PHD Physics M 6
114 0 Cambridge Student On Bachelors Electrical Engineer / Comp Sci M 6
117 10 Cambridge Scientist PHD M 6
121 1 Cambridge Owner Bed and Breakfast Bachelors F 7
127 25 Cambridge Psychologist PHD M 7
129 5 Cambridge Retired Masters F 7
156 10 Cambridge Engineer / Environmental Consultant Masters M 8
157 14 Cambridge Government Bachelors F 8
161 0.5 Cambridge Communications / Non-profit Bachelors F 9
162 4 Cambridge Software Engineer / Tech Project Manager Masters M 9
174 1 Cambridge Chemist Bachelors M 9
176 11 Cambridge Psychotherapist PHD F 9
198 0 Cambridge Student On Masters Public Policy F 10
199 0 Cambridge Student On Masters Public Policy M 10
204 5 Cambridge HR coordinator Bachelors F 11
209 13 Cambridge Product Manager PHD F 11
215 4 Cambridge Research Assistant Bachelors psych econ M 11
221 4 Cambridge Programmer Bachelors M 12
222 2 Cambridge Public Relations / Account Executive Bachelors F 12
226 0.0833333333 Cambridge Property Management Masters F 12
232 4 Cambridge Student On Masters Nursing F 12
115 2 Chelmsford Student On Bachelors Electrical Engineer M 6
57 13 Chelsea Teacher / Set Designer Masters M 3
211 1 Concord Software Architecture PHD M 11
64 0 Dedham Student HS Undecided M 4
48 3 Dorchester Missionary Bachelors F 3
61 7 Dorchester Admin Assnt On Bachelors F 4
203 2 Dorchester MIT / Grant Writer Bachelors F 11
102 0 Dracut Student On Bachelors Economics M 6
5 0.5 Durham, NH Programmer Bachelors M 1
183 2 East Boston Logistics / Air Imports / Tour Guide Bachelors F 10
220 2 East Lansing, Michigan Student On PHD Human development & fanily studies F 12
59 11 East Templeton Accountant HS F 4
179 0 Everett Bank / Operations HS F 9
194 1 Foxboro Entertainment / 5-wits Some College F 10
165 9 Framingham Mechanical Engineer Bachelors M 9
173 7 Framingham Student On Masters Masters in IS / MBA M 9
195 0 Franklin Entertainment / 5-wits Associates M 10
196 0 Franklin Entertainment / 5-wits Some College F 10
107 1 Germany Web Startup Masters M 6
154 10 Glastonbury, CT MD MD M 8
28 7 Greenville, SC ABA Therapist / SPED Bachelors F 2
19 15 Holden Public Access TV Manager Bachelors M 2
223 7 Holliston Software Engineer PHD M 12
166 4 Hudson Paramedic Bachelors M 9
103 2 Hyde Park MD MD M 6
134 2.5 Ipswich Biotech Bachelors F 7
24 4 Jamaica Plains Teacher Masters F 2
56 2 Jamaica Plains DJ Bachelors M 3
133 0 Jamaica Plains Researcher Masters F 7
185 1.5 Jamaica Plains Admin Associates F 10
214 2 Jamaica Plains Lawyer Juris Doctorate M 11
219 0.5 Jamaica Plains Statistician PHD F 12
210 1 Lexington Massage Therapist Bachelors M 11
224 2 Little Rock, AK Stage Manager / Theater Bachelors F 12
12 10 Lowell Mechanical Engineer / Design HS M 1
23 7 Lynne Sales / Fundraising Consultant Bachelors F 2
47 3 Lyol, int Student On Masters Computer Science M 3
49 0.1666666667 Malden Student In HS Wants to be Linguistics / pre-law Gender Flux 3
122 9 Malden Process Engineer Bachelors F 7
123 19 Malden Sofware Engineer Masters M 7
189 16 Malden Electrical Engineer Masters M 10
15 0 Manchester, NH Marketing Bachelors F 1
139 0.0833333333 Mansfield Student / Day camp On Bachelors Electronic Engineer F 8
140 0.0833333333 Mansfield Indoor Playground On Masters Psychology F 8
201 0 Mansfield Petsmart HS F 11
70 1 Marblehead Student HS Undecided F 4
197 0.25 Marblehead Teacher Masters F 10
68 0.5 Marshfield Student On Bachelors Math / Computer Science F 4
84 1.5 Medford Aerospace Engineer PHD M 5
95 13 Medford Student On Masters PT F 5
96 4 Medford Unemployed Some College F 5
170 5 Medford IBM / Software Developer Bachelors M 9
180 1 Medford SPED Masters F 9
190 0 Medford Architect Masters M 10
191 0 Medford Stay at home Mom Bachelors F 10
200 0 Medford Pastor Masters M 10
187 4 Melrose Programming Bachelors M 10
205 3 Melrose Student On Bachelors SLP M 11
231 4 Melrose Software Engineer Bachelors M 12
184 3 Middleborough Psychotherapist Masters F 10
168 0.3333333333 Middleton Artist Some Graduate F 9
169 0.3333333333 Middleton Collectible Cards / Collectibles Some College M 9
225 5.5 Minneapolis, MN Product Design / Art Bachelors F 12
7 2 Nashua Nurse Associates F 1
97 16 Nashua Network Engineer / Info Security Bachelors M 5
40 5 Needham Student On Bachelors Philosophy / Politics / Economics M 3
41 0.25 Needham Student On Bachelors Engineering / Computer Science F 3
172 6 New Morken, NH Tutor Bachelors M 9
98 1 Newburyport Piano Technician Masters M 6
111 7 Newcaslte, ME Student On Bachelors Mechanical Engineer M 6
18 15 Newton Radio Announcer Bachelors M 2
30 7 Newton Scientist / Biology PHD F 2
45 1 Newton Student On Bachelors Neuroscience F 3
93 0 Newton Student HS Undecided F 5
94 0 Newton Student HS Wants to study Psych M 5
141 0 Newton Student On Bachelors Neurological Bioligy F 8
142 0 Newton Pizza Delivery On Bachelors Spanish F 8
164 0 Newton Student On Bachelors International Relations F 9
175 16 Newton Writer Masters F 9
202 0 Newton Student HS Unknown F 11
206 2 Newton Student HS Undecided M 11
29 2 North Kingstown, RI Student On Masters Automotive Engineering M 2
43 1 North Reading Software Engineer Bachelors M 3
177 14 Northboro Librarian Masters F 9
178 20 Northboro Electrical Engineer Bachelors M 9
193 1 Norton Entertainment / 5-wits Some College F 10
6 1.66666 Pawtucket, RI Mechanical Engineer Masters M 1
188 0.6666666667 Peabody HS aide / Education Bachelors F 10
116 4 Philadelphia Student On Bachelors Engineering M 6
135 10 Portsmouth, NH Mechanical Engineering Bachelors M 7
63 12 Providence Teacher On Masters M 4
86 6 Providence, RI Student On Bachelors Undecided F 5
229 18 Quincy Software Engineer Bachelors M 12
55 5 Revere Hospitality Some College M 3
149 0 San Antonio. TX Dog Sitting Bachelors Environmental Science F 8
66 0 Scituate Student On Bachelors Education F 4
67 0 Scituate Student On Bachelors Education F 4
1 14 Somerville Therapist PHD F 1
3 4 Somerville Software Engineer Bachelors M 1
4 2 Somerville Network Engineer Bachelors M 1
27 3 Somerville Teacher Masters F 2
35 7 Somerville Stub Hub ??? (page 2) Bachelors F 2
39 2 Somerville Student In HS Considering Cognitive Science F 3
51 4 Somerville Starbucks Bachelors M 3
65 1 Somerville Student HS Wants to study Comp Sci M 4
73 10 Somerville Student On Masters Theology F 4
74 2.5 Somerville Admin at University Masters F 4
75 6 Somerville IT Bachelors M 4
78 1 Somerville Data Analyst Bachelors F 4
79 2.5 Somerville Network Performance Analyst / Education Bachelors F 5
80 6 Somerville Web Developer On Masters F 5
87 6 Somerville Restaurant Bachelors F 5
89 14 Somerville Analyst / Marketing Research Masters M 5
92 2.5 Somerville IOS / Software Engineer Bachelors M 5
109 0.0833333333 Somerville Social Media / Suicide Prevention Bachelors F 6
110 0.0833333333 Somerville Student On PHD Political Science M 6
119 0 Somerville Nurse Masters F 7
120 0 Somerville Musician Bachelors M 7
143 15 Somerville Group Coordinator / Sales Bachelors M 8
153 15 Somerville Editor Bachelors F 8
171 8 Somerville Film Distribution Bachelors F 9
181 0 Somerville Bio Physicist PHD M 10
207 18 Somerville Software Engineer Masters M 11
213 9 Somerville Engineer / Self Employed Bachelors M 11
228 5 Somerville Contract Software Developer Bachelors M 12
230 7 Somerville Teacher Masters F 12
72 2 Stanford, CA Student On Bachelors Applied Math F 4
163 20 Stoneham Attorney Juris Doctorate F 9
106 10 Tewksbury Speech Language Pathologist Masters F 6
124 10 Tewksbury Mechanical Engineer Some Graduate f 7
76 0 UK Student On Bachelors Computer Science / Philosophy M 4
90 3 Wakefield Engineer Masters M 5
10 15 Waltham Software Design / Consultant Bachelors F 1
132 15 Waltham Regional Non-profit / Organ Bank Bachelors F 7
147 0 Waltham President Marketing / Communications Bachelors M 8
227 17 Waltham Design Verification Engineer Some Graduate M 12
62 9 Watertown Manufacturing / Life Sciences testing / Customer Service Some College F 4
145 0.5 Watertown Healthcare / Project Manager Bachelors F 8
148 0 Wellesley Retailer Bachelors M 8
182 12 Wellesley Academics / Japanese lit & language / humanities PHD F 10
146 0 Weston Wholesale Bachelors F 8
144 10 Winthrop Purchasing Agent / Business Bachelors M 8
88 8 Woburn Electrical Engineer Bachelors M 5
9 3 Worcester Student On Masters ??? (page 1) F 1
20 2 Worcester Bartender / Student On Bachelors Communication F 2
26 10 Worcester Retired PHD / 2 Post Docs Physioligy M 2

Education

Data # What was your highest level of education?
195 Associates 1
185 Associates 2
7 Associates 3
36 Bachelors 1
126 Bachelors 2
128 Bachelors 3
186 Bachelors 4
34 Bachelors 5
160 Bachelors 6
2 Bachelors 7
16 Bachelors 8
58 Bachelors 9
130 Bachelors 10
131 Bachelors 11
137 Bachelors 12
105 Bachelors 13
31 Bachelors 14
118 Bachelors 15
150 Bachelors 16
151 Bachelors 17
152 Bachelors 18
11 Bachelors 19
14 Bachelors 20
17 Bachelors 21
42 Bachelors 22
99 Bachelors 23
100 Bachelors 24
121 Bachelors 25
157 Bachelors 26
161 Bachelors 27
174 Bachelors 28
204 Bachelors 29
215 Bachelors 30
48 Bachelors 31
203 Bachelors 32
5 Bachelors 33
183 Bachelors 34
165 Bachelors 35
28 Bachelors 36
19 Bachelors 37
166 Bachelors 38
134 Bachelors 39
56 Bachelors 40
210 Bachelors 41
23 Bachelors 42
122 Bachelors 43
15 Bachelors 44
170 Bachelors 45
191 Bachelors 46
187 Bachelors 47
97 Bachelors 48
172 Bachelors 49
18 Bachelors 50
43 Bachelors 51
178 Bachelors 52
188 Bachelors 53
135 Bachelors 54
149 Bachelors 55
3 Bachelors 56
4 Bachelors 57
35 Bachelors 58
51 Bachelors 59
75 Bachelors 60
78 Bachelors 61
79 Bachelors 62
87 Bachelors 63
92 Bachelors 64
109 Bachelors 65
120 Bachelors 66
143 Bachelors 67
153 Bachelors 68
171 Bachelors 69
213 Bachelors 70
10 Bachelors 71
132 Bachelors 72
147 Bachelors 73
145 Bachelors 74
148 Bachelors 75
146 Bachelors 76
144 Bachelors 77
88 Bachelors 78
50 HS 1
64 HS 2
59 HS 3
179 HS 4
12 HS 5
201 HS 6
70 HS 7
93 HS 8
94 HS 9
202 HS 10
206 HS 11
65 HS 12
69 In HS 1
49 In HS 2
39 In HS 3
214 Juris Doctorate 1
163 Juris Doctorate 2
208 Masters 1
108 Masters 2
91 Masters 3
125 Masters 4
212 Masters 5
136 Masters 6
155 Masters 7
46 Masters 8
8 Masters 9
37 Masters 10
44 Masters 11
77 Masters 12
129 Masters 13
156 Masters 14
162 Masters 15
57 Masters 16
107 Masters 17
24 Masters 18
133 Masters 19
123 Masters 20
189 Masters 21
197 Masters 22
180 Masters 23
190 Masters 24
200 Masters 25
184 Masters 26
98 Masters 27
175 Masters 28
177 Masters 29
6 Masters 30
27 Masters 31
74 Masters 32
89 Masters 33
119 Masters 34
207 Masters 35
106 Masters 36
90 Masters 37
13 MD 1
101 MD 2
154 MD 3
103 MD 4
21 On Bachelors 1
112 On Bachelors 2
113 On Bachelors 3
114 On Bachelors 4
115 On Bachelors 5
61 On Bachelors 6
102 On Bachelors 7
139 On Bachelors 8
68 On Bachelors 9
205 On Bachelors 10
40 On Bachelors 11
41 On Bachelors 12
111 On Bachelors 13
45 On Bachelors 14
141 On Bachelors 15
142 On Bachelors 16
164 On Bachelors 17
116 On Bachelors 18
86 On Bachelors 19
66 On Bachelors 20
67 On Bachelors 21
72 On Bachelors 22
76 On Bachelors 23
20 On Bachelors 24
53 On Doctorate 1
32 On Doctorate 2
33 On Doctorate 3
198 On Masters 1
199 On Masters 2
173 On Masters 3
47 On Masters 4
140 On Masters 5
95 On Masters 6
29 On Masters 7
63 On Masters 8
73 On Masters 9
80 On Masters 10
9 On Masters 11
71 On PHD 1
158 On PHD 2
159 On PHD 3
138 On PHD 4
22 On PHD 5
104 On PHD 6
110 On PHD 7
192 PHD 1
52 PHD 2
81 PHD 3
83 PHD 4
38 PHD 5
54 PHD 6
60 PHD 7
82 PHD 8
85 PHD 9
117 PHD 10
127 PHD 11
176 PHD 12
209 PHD 13
211 PHD 14
84 PHD 15
30 PHD 16
1 PHD 17
181 PHD 18
182 PHD 19
26 PHD / 2 Post Docs 20
25 Some College 1
194 Some College 2
196 Some College 3
96 Some College 4
169 Some College 5
193 Some College 6
55 Some College 7
62 Some College 8
167 Some Graduate 1
168 Some Graduate 2
124 Some Graduate 3

Concise data

2 6 Boston Accountant Bachelors M 1
185 1.5 Jamaica Plains Admin Associates F 10
61 7 Dorchester Admin Assnt On Bachelors F 4
74 2.5 Somerville Admin at University Masters F 4
84 1.5 Medford Aerospace Engineer PHD M 5 1
89 14 Somerville Analyst / Marketing Research Masters M 5
190 0 Medford Architect Masters M 10
16 15 Boston Ballroom Dancer Bachelors M 1
181 0 Somerville Bio Physicist PHD M 10
31 0 Brookline Biologist Bachelors F 2
38 1 Cambridge Biologist PHD F 2
155 1 Boston Business Analyst Masters F 8
174 1 Cambridge Chemist Bachelors M 9
44 1.5 Cambridge Communications Masters F 3
161 0.5 Cambridge Communications / Non-profit Bachelors F 9
54 10 Cambridge Computer Engineer PHD M 3 1
60 8 Cambridge Computer Science PHD M 4
82 3 Cambridge Computer Science PHD M 5
81 3 Boston Computer Science / Researcher PHD F 5
228 5 Somerville Contract Software Developer Bachelors M 12
100 0 Cambridge Data Analyst Bachelors F 6
78 1 Somerville Data Analyst Bachelors F 4
36 4 Arlington Defense Contractor / Aerospace Bachelors Science M 2
56 2 Jamaica Plains DJ Bachelors M 3
137 0 Boston Economist Bachelors F 7
153 15 Somerville Editor Bachelors F 8
217 13 Boston Education / Instructional designer Masters F 12
53 9 Boston Educator / Guidance On Doctorate M 3
156 10 Cambridge Engineer / Environmental Consultant Masters M 8 1
213 9 Somerville Engineer / Self Employed Bachelors M 11 1
171 8 Somerville Film Distribution Bachelors F 9
11 8 Cambridge Financial Consultant Bachelors M 1
157 14 Cambridge Government Bachelors F 8
143 15 Somerville Group Coordinator / Sales Bachelors M 8
204 5 Cambridge HR coordinator Bachelors F 11
17 5 Cambridge Human Resources / Finance Bachelors F 1
170 5 Medford IBM / Software Developer Bachelors M 9
136 0 Boston Industrial Engineer / Systems Engineer Masters M 7 1
92 2.5 Somerville IOS / Software Engineer Bachelors M 5 1
75 6 Somerville IT Bachelors M 4
214 2 Jamaica Plains Lawyer Juris Doctorate M 11
152 1.5 Brookline Legal Science Bachelors M 8
183 2 East Boston Logistics / Air Imports / Tour Guide Bachelors F 10
218 16 Arlington Management / Education Content / Business Masters F 12
13 8 Brookline MD MD F 1
101 1 Brookline MD MD M 6
85 15 Cambridge MD / Medecine / Research PHD F 5
83 2 Boston Mechanical Engineer PHD M 5 1
8 15 Cambridge Mechanical Engineer Masters F 1 1
48 3 Dorchester Missionary Bachelors F 3
203 2 Dorchester MIT / Grant Writer Bachelors F 11
120 0 Somerville Musician Bachelors M 7
4 2 Somerville Network Engineer Bachelors M 1 1
79 2.5 Somerville Network Performance Analyst / Education Bachelors F 5
151 0.25 Brookline Non-profit / History / Museum Bachelors F 8
150 0 Brookline Nurse Bachelors M 8
119 0 Somerville Nurse Masters F 7
131 1.5 Boston Office Manager Bachelors F 7
118 1 Brookline Ophthalmic Technician / Healthcare Bachelors F 7
121 1 Cambridge Owner Bed and Breakfast Bachelors F 7
200 0 Medford Pastor Masters M 10
142 0 Newton Pizza Delivery On Bachelors Spanish F 8
42 3 Cambridge Process Engineer / Chemical Engineer Bachelors M 3 1
209 13 Cambridge Product Manager PHD F 11
216 15 Arlington Professor / Teacher PHD M 12
126 2.5 Arlington Program Coordinator / Non-profit Bachelors F 7
221 4 Cambridge Programmer Bachelors M 12
226 0.0833333333 Cambridge Property Management Masters F 12
127 25 Cambridge Psychologist PHD M 7
176 11 Cambridge Psychotherapist PHD F 9
222 2 Cambridge Public Relations / Account Executive Bachelors F 12
18 15 Newton Radio Announcer Bachelors M 2
58 11 Boston Research Analyst Bachelors M 3
215 4 Cambridge Research Assistant Bachelors psych econ M 11
133 0 Jamaica Plains Researcher Masters F 7
87 6 Somerville Restaurant Bachelors F 5
129 5 Cambridge Retired Masters F 7
117 10 Cambridge Scientist PHD M 6
30 7 Newton Scientist / Biology PHD F 2
109 0.0833333333 Somerville Social Media / Suicide Prevention Bachelors F 6
14 4 Cambridge Software Developer Bachelors M 1
37 3 Cambridge Software Developer Masters M 2
208 1 Allston Software Engineer Masters M 11 1
125 15 Arlington Software Engineer Masters M 7 1
128 12 Arlington Software Engineer Bachelors M 7 1
212 16 Arlington Software Engineer Masters M 11 1
130 1 Boston Software Engineer Bachelors M 7 1
77 2 Cambridge Software Engineer Masters M 4 1
3 4 Somerville Software Engineer Bachelors M 1 1
207 18 Somerville Software Engineer Masters M 11 1
162 4 Cambridge Software Engineer / Tech Project Manager Masters M 9 1
180 1 Medford SPED Masters F 9
91 7 Arlington Speech Language Pathologist Masters F 5
51 4 Somerville Starbucks Bachelors M 3
219 0.5 Jamaica Plains Statistician PHD F 12
191 0 Medford Stay at home Mom Bachelors F 10
35 7 Somerville Stub Hub ??? (page 2) Bachelors F 2
50 2 Arlington Student HS Undecided F 3
71 4 Boston Student On PHD Chemistry M 4
112 1 Boston Student On Bachelors Business F 6
113 8 Boston Student On Bachelors Material Science M 6
158 1 Boston Student On PHD Mechanical Engineer M 8 1
159 0 Boston Student On PHD Comp Sci F 8 1
22 12 Cambridge Student On PHD Economics M 2
69 0 Cambridge Student In HS Wants to study philosophy M 4
104 0 Cambridge Student On PHD Physics M 6
114 0 Cambridge Student On Bachelors Electrical Engineer / Comp Sci M 6 1
198 0 Cambridge Student On Masters Public Policy F 10
199 0 Cambridge Student On Masters Public Policy M 10
232 4 Cambridge Student On Masters Nursing F 12
95 13 Medford Student On Masters PT F 5
45 1 Newton Student On Bachelors Neuroscience F 3
93 0 Newton Student HS Undecided F 5
94 0 Newton Student HS Wants to study Psych M 5
141 0 Newton Student On Bachelors Neurological Bioligy F 8
164 0 Newton Student On Bachelors International Relations F 9
202 0 Newton Student HS Unknown F 11
206 2 Newton Student HS Undecided M 11
39 2 Somerville Student In HS Considering Cognitive Science F 3
65 1 Somerville Student HS Wants to study Comp Sci M 4
73 10 Somerville Student On Masters Theology F 4
110 0.0833333333 Somerville Student On PHD Political Science M 6
32 0 Brighton Student On Doctorate Biology F 2
33 0 Brighton Student On Doctorate Biology F 2
138 5 Brighton Student On PHD Biomedical Engineer F 7 1
24 4 Jamaica Plains Teacher Masters F 2
27 3 Somerville Teacher Masters F 2
230 7 Somerville Teacher Masters F 12
21 2 Boston Teacher / Student On Bachelors Printmaking F 2
1 14 Somerville Therapist PHD F 1
186 6 Arlington Unemployed Bachelors Software Engineer M 10
99 1 Cambridge Unemployed Bachelors Fine Art F 6
96 4 Medford Unemployed Some College F 5
80 6 Somerville Web Developer On Masters F 5
175 16 Newton Writer Masters F 9
23
0.1703703704

Engineers in pop

Arlington Computer, engineering, and science occupations: 4,068 +/-444 69.10% +/-4.8 30.90% +/-4.8 92,672 +/-4,196 97,170 +/-5,451 77,668 +/-10,672
Computer and mathematical occupations 1,985 +/-307 74.50% +/-5.9 25.50% +/-5.9 97,837 +/-6,361 103,939 +/-9,285 91,344 +/-12,974
Architecture and engineering occupations 904 +/-210 74.40% +/-11.0 25.60% +/-11.0 87,160 +/-12,413 95,890 +/-4,667 83,464 +/-24,485
Life, physical, and social science occupations 1,179 +/-242 55.80% +/-10.8 44.20% +/-10.8 74,519 +/-14,510 89,487 +/-19,466 59,293 +/-15,762
Boston Computer, engineering, and science occupations: 24,202 +/-1,198 65.40% +/-2.0 34.60% +/-2.0 57,767 +/-3,008 63,455 +/-2,408 50,520 +/-2,201
Computer and mathematical occupations 10,856 +/-855 72.10% +/-2.9 27.90% +/-2.9 68,416 +/-3,274 73,614 +/-3,446 59,130 +/-5,784
Architecture and engineering occupations 4,598 +/-451 79.00% +/-4.2 21.00% +/-4.2 64,892 +/-4,143 68,043 +/-5,758 49,878 +/-15,232
Life, physical, and social science occupations 8,748 +/-778 50.00% +/-3.5 50.00% +/-3.5 45,369 +/-1,899 44,211 +/-3,244 45,987 +/-1,810
Brookline Computer, engineering, and science occupations: 5,136 +/-454 55.50% +/-5.1 44.50% +/-5.1 63,548 +/-9,586 72,388 +/-9,459 58,701 +/-3,396
Computer and mathematical occupations 1,789 +/-358 61.30% +/-9.5 38.70% +/-9.5 69,819 +/-8,887 73,914 +/-21,443 62,870 +/-13,353
Architecture and engineering occupations 671 +/-196 79.70% +/-9.8 20.30% +/-9.8 86,635 +/-19,244 81,164 +/-26,180 91,964 +/-10,040
Life, physical, and social science occupations 2,676 +/-302 45.50% +/-6.4 54.50% +/-6.4 54,934 +/-9,077 61,719 +/-21,008 51,119 +/-6,488
Cambridge Computer, engineering, and science occupations: 11,380 +/-694 64.00% +/-2.8 36.00% +/-2.8 59,710 +/-2,440 64,819 +/-3,821 50,581 +/-3,463
Computer and mathematical occupations 3,769 +/-415 80.20% +/-4.6 19.80% +/-4.6 77,422 +/-7,692 78,333 +/-7,821 75,650 +/-20,056
Architecture and engineering occupations 1,892 +/-305 67.30% +/-7.6 32.70% +/-7.6 67,702 +/-7,757 74,468 +/-7,972 54,297 +/-11,735
Life, physical, and social science occupations 5,719 +/-524 52.30% +/-3.6 47.70% +/-3.6 48,582 +/-3,070 50,407 +/-3,900 46,358 +/-5,677
Medford Computer, engineering, and science occupations: 3,557 +/-418 73.60% +/-4.9 26.40% +/-4.9 69,662 +/-5,540 74,773 +/-6,203 57,409 +/-5,353
Computer and mathematical occupations 1,614 +/-344 83.20% +/-5.9 16.80% +/-5.9 83,284 +/-9,186 84,779 +/-9,822 56,067 +/-33,617
Architecture and engineering occupations 1,021 +/-205 84.20% +/-7.4 15.80% +/-7.4 64,107 +/-7,523 65,636 +/-7,642 54,750 +/-15,593
Life, physical, and social science occupations 922 +/-228 45.00% +/-10.6 55.00% +/-10.6 64,337 +/-8,345 73,893 +/-19,251 58,750 +/-10,246
Newton Computer, engineering, and science occupations: 6,072 +/-504 65.50% +/-4.1 34.50% +/-4.1 90,558 +/-3,876 102,566 +/-10,164 78,108 +/-7,793
Computer and mathematical occupations 2,723 +/-354 71.50% +/-5.2 28.50% +/-5.2 95,060 +/-6,019 104,967 +/-5,918 84,471 +/-9,226
Architecture and engineering occupations 1,180 +/-209 75.30% +/-8.3 24.70% +/-8.3 80,588 +/-14,179 93,875 +/-18,361 51,211 +/-14,743
Life, physical, and social science occupations 2,169 +/-302 52.50% +/-6.6 47.50% +/-6.6 84,886 +/-12,008 92,340 +/-17,750 71,125 +/-19,019
Somerville Computer, engineering, and science occupations: 6,371 +/-637 62.60% +/-4.1 37.40% +/-4.1 61,598 +/-3,913 64,167 +/-7,295 54,611 +/-5,075
Computer and mathematical occupations 2,648 +/-427 73.80% +/-6.0 26.20% +/-6.0 73,341 +/-4,545 73,635 +/-6,293 72,545 +/-10,130
Architecture and engineering occupations 1,323 +/-253 67.30% +/-9.7 32.70% +/-9.7 66,099 +/-7,042 67,976 +/-9,870 64,915 +/-7,115
Life, physical, and social science occupations 2,400 +/-363 47.60% +/-6.1 52.40% +/-6.1 48,438 +/-4,532 52,038 +/-6,804 46,426 +/-3,785
Total Engineering jobs: 11,589

calculations

Is a swing dancer Observed survey outcomes Probability of Expected outcome (based off of census statistics) Expected responses (obs-exp)2 / exp
Total Population 16+: 890080 878491 Chi-Test Yes No Are you a swing dancer? Yes 20 0.013 1.755 189.6752279202
Total Engineering jobs: 11589 Is an Engineer Yes 1.3% 20 (1.391) 11569 (11571) No 115 0.987 133.245 2.4982552816
Sample 3 size: 135 No 98.7% 87 (105.609) 878403 (878509) Sum 135 1 135 192.1734832019
Engineers in Sample 3: 20 889945
p Value: 7.382 x 10^-4
% engineers in populace 0.013020178
% engineers in swing dancing 0.1481481481 11569.285
105.609 878375.715
18.609 0.351
-18.609 -0.351
248.9539043853 0.0000106486
3.2790281226 0.0000001403
252.2329432968
2.159 x10^-50

Concise - no students

data # yrs loc job ed gender Job ID
36 4 Arlington Defense Contractor / Aerospace Bachelors Science M 0000 Unknown 0000 8
157 14 Cambridge Government Bachelors F 0000 Management, Business, Science, and Arts Occupations: 0010-3540 Management, Business, and Financial Occupations: 0010-0950 Management Occupations: 0010-0430 8
121 1 Cambridge Owner Bed and Breakfast Bachelors F 0000 Business and Financial Operations Occupations: 0500-0950 5
191 0 Medford Stay at home Mom Bachelors F 0000 Computer, Engineering, and Science Occupations: 1000-1965 Computer and mathematical occupations: 1000-1240
35 7 Somerville Stub Hub ??? (page 2) Bachelors F 0000 Architecture and Engineering Occupations: 1300-1560 15
186 6 Arlington Unemployed Bachelors Software Engineer M 0000 Life, Physical, and Social Science Occupations: 1600-1965 20
99 1 Cambridge Unemployed Bachelors Fine Art F 0000 Education, Legal, Community Service, Arts, and Media Occupations: 2000-2960 Community and Social Service Occupations: 2000-2060 9
96 4 Medford Unemployed Some College F 0000 Legal Occupations: 2100-2160 2
218 16 Arlington Management / Education Content / Business Masters F 0020 Education, Training, and Library Occupations: 2200-2550 3
131 1.5 Boston Office Manager Bachelors F 0020 Arts, Design, Entertainment, Sports, and Media Occupations: 2600-2960 2
222 2 Cambridge Public Relations / Account Executive Bachelors F 0060 Healthcare Practitioners and Technical Occupations: 3000-3540 9
75 6 Somerville IT Bachelors M 0110 Service Occupations: 3600-4650 Healthcare Support Occupations: 3600-3655 9
204 5 Cambridge HR coordinator Bachelors F 0136 Protective Service Occupations: 3700-3955 0
209 13 Cambridge Product Manager PHD F 0140 Food Preparation and Serving Related Occupations: 4000-4160 0
226 0.0833333333 Cambridge Property Management Masters F 0410 Building and Grounds Cleaning and Maintenance Occupations: 4200-4250 0
126 2.5 Arlington Program Coordinator / Non-profit Bachelors F 0430 Personal Care and Service Occupations: 4300-4650 3
17 5 Cambridge Human Resources / Finance Bachelors F 0630 Sales and Office Occupations: 4700-5940 Sales and Related Occupations: 4700-4965 2
155 1 Boston Business Analyst Masters F 0710 Office and Administrative Support Occupations: 5000-5940 1
89 14 Somerville Analyst / Marketing Research Masters M 0735 Natural Resources, Construction, and Maintenance Occupations: 6005-7630 Farming, Fishing, and Forestry Occupations: 6005-6130 3
2 6 Boston Accountant Bachelors M 0800 Construction and Extraction Occupations: 6200-6940 0
11 8 Cambridge Financial Consultant Bachelors M 0850 Installation, Maintenance, and Repair Occupations: 7000-7630 0
60 8 Cambridge Computer Science PHD M 1005 0
82 3 Cambridge Computer Science PHD M 1005 Production, Transportation, and Material Moving Occupations: 7700-9750 Production Occupations: 7700-8965 0
81 3 Boston Computer Science / Researcher PHD F 1005 Transportation and Material Moving Occupations: 9000-9750 Transportation Occupations: 9000-9420 0
133 0 Jamaica Plains Researcher Masters F 1005 Material Moving Occupations: 9500-9750 0
100 0 Cambridge Data Analyst Bachelors F 1006 Military Specific Occupations: 9800-9830 0
78 1 Somerville Data Analyst Bachelors F 1006 0
79 2.5 Somerville Network Performance Analyst / Education Bachelors F 1006 Unemployed, with no work experience in the last 5 years or earlier or never worked 9920 1
221 4 Cambridge Programmer Bachelors M 1010
228 5 Somerville Contract Software Developer Bachelors M 1020
170 5 Medford IBM / Software Developer Bachelors M 1020
14 4 Cambridge Software Developer Bachelors M 1020
37 3 Cambridge Software Developer Masters M 1020
80 6 Somerville Web Developer On Masters F 1030
58 11 Boston Research Analyst Bachelors M 1220
219 0.5 Jamaica Plains Statistician PHD F 1230
190 0 Medford Architect Masters M 1300
84 1.5 Medford Aerospace Engineer PHD M 1320 1
42 3 Cambridge Process Engineer / Chemical Engineer Bachelors M 1350 1
54 10 Cambridge Computer Engineer PHD M 1400 1
4 2 Somerville Network Engineer Bachelors M 1400 1
156 10 Cambridge Engineer / Environmental Consultant Masters M 1420 1
136 0 Boston Industrial Engineer / Systems Engineer Masters M 1430 1
83 2 Boston Mechanical Engineer PHD M 1460 1
8 15 Cambridge Mechanical Engineer Masters F 1460 1
213 9 Somerville Engineer / Self Employed Bachelors M 1530 1
92 2.5 Somerville IOS / Software Engineer Bachelors M 1530 1
208 1 Allston Software Engineer Masters M 1530 1
125 15 Arlington Software Engineer Masters M 1530 1
128 12 Arlington Software Engineer Bachelors M 1530 1
212 16 Arlington Software Engineer Masters M 1530 1
130 1 Boston Software Engineer Bachelors M 1530 1
77 2 Cambridge Software Engineer Masters M 1530 1
3 4 Somerville Software Engineer Bachelors M 1530 1
207 18 Somerville Software Engineer Masters M 1530 1
162 4 Cambridge Software Engineer / Tech Project Manager Masters M 1530 1
31 0 Brookline Biologist Bachelors F 1610
38 1 Cambridge Biologist PHD F 1610
30 7 Newton Scientist / Biology PHD F 1610
181 0 Somerville Bio Physicist PHD M 1700
174 1 Cambridge Chemist Bachelors M 1720
137 0 Boston Economist Bachelors F 1800
127 25 Cambridge Psychologist PHD M 1820
215 4 Cambridge Research Assistant Bachelors psych econ M 1950
117 10 Cambridge Scientist PHD M 1965
53 9 Boston Educator / Guidance On Doctorate M 2000
48 3 Dorchester Missionary Bachelors F 2060
200 0 Medford Pastor Masters M 2060
214 2 Jamaica Plains Lawyer Juris Doctorate M 2100
152 1.5 Brookline Legal Science Bachelors M 2160
216 15 Arlington Professor / Teacher PHD M 2200
24 4 Jamaica Plains Teacher Masters F 2320
27 3 Somerville Teacher Masters F 2320
230 7 Somerville Teacher Masters F 2320
21 2 Boston Teacher / Student On Bachelors Printmaking F 2320
180 1 Medford SPED Masters F 2330
151 0.25 Brookline Non-profit / History / Museum Bachelors F 2400
217 13 Boston Education / Instructional designer Masters F 2550
203 2 Dorchester MIT / Grant Writer Bachelors F 2550
16 15 Boston Ballroom Dancer Bachelors M 2740
120 0 Somerville Musician Bachelors M 2750
153 15 Somerville Editor Bachelors F 2830
175 16 Newton Writer Masters F 2850
44 1.5 Cambridge Communications Masters F 2860
161 0.5 Cambridge Communications / Non-profit Bachelors F 2860
171 8 Somerville Film Distribution Bachelors F 2860
109 0.0833333333 Somerville Social Media / Suicide Prevention Bachelors F 2860
18 15 Newton Radio Announcer Bachelors M 2900
13 8 Brookline MD MD F 3060
101 1 Brookline MD MD M 3060
85 15 Cambridge MD / Medecine / Research PHD F 3060
91 7 Arlington Speech Language Pathologist Masters F 3230
176 11 Cambridge Psychotherapist PHD F 3245
1 14 Somerville Therapist PHD F 3245
150 0 Brookline Nurse Bachelors M 3255
119 0 Somerville Nurse Masters F 3255
118 1 Brookline Ophthalmic Technician / Healthcare Bachelors F 3540
51 4 Somerville Starbucks Bachelors M 4050
142 0 Newton Pizza Delivery On Bachelors Spanish F 4060
87 6 Somerville Restaurant Bachelors F 4110
56 2 Jamaica Plains DJ Bachelors M 4430
183 2 East Boston Logistics / Air Imports / Tour Guide Bachelors F 4540
143 15 Somerville Group Coordinator / Sales Bachelors M 4840
185 1.5 Jamaica Plains Admin Associates F 5700
61 7 Dorchester Admin Assnt On Bachelors F 5700
74 2.5 Somerville Admin at University Masters F 5700
129 5 Cambridge Retired Masters F 9920
19

Pop totals

Pop 16 up
Arlington Total population 42,952 +/-28 20,626 +/-448 22,326 +/-449
16 years and over 81.40% +/-0.9 80.50% +/-1.6 82.30% +/-1.2 34962.928
Boston Total population 619,662 +/-63 296,374 +/-944 323,288 +/-946
16 years and over 85.20% +/-0.2 84.20% +/-0.2 86.00% +/-0.2 527952.024
Brookline Total population 58,634 +/-45 25,591 +/-749 33,043 +/-747
16 years and over 83.80% +/-1.2 82.20% +/-1.7 85.10% +/-1.3 49135.292
Cambridge Total population 105,026 +/-43 50,949 +/-863 54,077 +/-867
16 years and over 89.00% +/-0.6 88.30% +/-0.8 89.60% +/-1.0 93473.14
Medford Total population 56,255 +/-40 26,727 +/-659 29,528 +/-655
16 years and over 86.90% +/-0.8 85.40% +/-1.3 88.20% +/-1.1 48885.595
Newton Total population 85,177 +/-52 39,700 +/-887 45,477 +/-893
16 years and over 80.70% +/-0.6 79.90% +/-1.2 81.40% +/-1.1 68737.839
Somerville Total population 75,974 +/-35 36,957 +/-874 39,017 +/-872
16 years and over 88.10% +/-1.1 87.70% +/-1.4 88.40% +/-1.3 66933.094
Total: 890080

Chart2

Job Percent Comparisons

Swing % 0000 0010-0430 0500-0950 1000-1240 1300-1560 1600-1965 2000-2060 2100-2160 2200-2550 2600-2960 3000-3540 3600-3655 3700-3955 4000-4160 4200-4250 4300-4650 4700-4965 5000-5940 6005-6130 6200-6940 7000-7630 7700-8965 9000-9420 9500-9750 9800-9830 0.27407407407407408 5.9259259259259262E-2 3.7037037037037035E-2 0.1111111111111111 0.14814814814814814 6.6666666666666666E-2 2.2222222222222223E-2 1.4814814814814815E-2 6.6666666666666666E-2 6.6666666666666666E-2 6.6666666666666666E-2 0 0 2.2222222222222223E-2 0 1.4814814814814815E-2 7.4074074074074077E-3 2.2222222222222223E-2 0 0 0 0 0 0 0 Population % 0000 0010-0430 0500-0950 1000-1240 1300-1560 1600-1965 2000-2060 2100-2160 2200-2550 2600-2960 3000-3540 3600-3655 3700-3955 4000-4160 4200-4250 4300-4650 4700-4965 5000-5940 6005-6130 6200-6940 7000-7630 7700-8965 9000-9420 9500-9750 9800-9830 0.36800169016734308 7.1337414926402692E-2 4.9102332735265687E-2 2.8518787647911777E-2 1.3020179248804348E-2 2.6753777586657861E-2 1.4939108074152335E-2 1.6255843778665121E-2 5.8153205461848462E-2 2.2253058105191795E-2 4.0604219365867451E-2 1.4286357695038061E-2 1.2965128012011577E-2 3.6495599509721324E-2 2.1838488587303383E-2 2.2198006868399026E-2 5.3808651733733316E-2 7.4761826553838687E-2 4.6400328153906251E-4 1.4932367106381792E-2 7.9925407866074834E-3 1.3220161292663799E-2 1.1577612145908085E-2 6.5196393287437768E-3 0

Jobs By Occupation Type

Percentage of Population

Sheet18

Students / Unemployed / Unable to categorize: 0000
Management Occupations: 0010-0430
Business and Financial Operations Occupations: 0500-0950
Computer and mathematical occupations: 1000-1240
Architecture and Engineering Occupations: 1300-1560
Life, Physical, and Social Science Occupations: 1600-1965
Community and Social Service Occupations: 2000-2060
Legal Occupations: 2100-2160
Education, Training, and Library Occupations: 2200-2550
Arts, Design, Entertainment, Sports, and Media Occupations: 2600-2960
Healthcare Practitioners and Technical Occupations: 3000-3540
Healthcare Support Occupations: 3600-3655
Protective Service Occupations: 3700-3955
Food Preparation and Serving Related Occupations: 4000-4160
Building and Grounds Cleaning and Maintenance Occupations: 4200-4250
Personal Care and Service Occupations: 4300-4650
Sales and Related Occupations: 4700-4965
Office and Administrative Support Occupations: 5000-5940
Farming, Fishing, and Forestry Occupations: 6005-6130
Construction and Extraction Occupations: 6200-6940
Installation, Maintenance, and Repair Occupations: 7000-7630
Production Occupations: 7700-8965
Transportation Occupations: 9000-9420
Material Moving Occupations: 9500-9750

Job Charts

Sample Group Population Swing % Population % Arlington Boston Brookline Cambridge Medford Newton Somerville
Students / Unemployed / Unable to categorize 0000 37 327551 27.41% 36.80%
Management, Business, Science, and Arts Occupations: 0010-3540 Management, Business, and Financial Occupations: 0010-0950 Management Occupations: 0010-0430 8 63,496 5.93% 7.13% 3918 33455 4402 7080 3573 6452 4616
Business and Financial Operations Occupations: 0500-0950 5 43,705 3.70% 4.91% 1581 25817 3285 4311 2081 3797 2833
Computer, Engineering, and Science Occupations: 1000-1965 Computer and mathematical occupations: 1000-1240 15 25,384 11.11% 2.85% 1985 10856 1789 3769 1614 2723 2648
Architecture and Engineering Occupations: 1300-1560 20 11,589 14.81% 1.30% 904 4598 671 1892 1021 1180 1323
Life, Physical, and Social Science Occupations: 1600-1965 9 23,813 6.67% 2.68% 1179 8748 2676 5719 922 2169 2400
Education, Legal, Community Service, Arts, and Media Occupations: 2000-2960 Community and Social Service Occupations: 2000-2060 3 13,297 2.22% 1.49% 669 7984 802 1307 771 856 908
Legal Occupations: 2100-2160 2 14,469 1.48% 1.63% 486 7628 1300 1440 508 2134 973
Education, Training, and Library Occupations: 2200-2550 9 51,761 6.67% 5.82% 2564 23160 4105 9234 2743 5081 4874
Arts, Design, Entertainment, Sports, and Media Occupations: 2600-2960 9 19,807 6.67% 2.23% 1109 9443 1290 3008 813 1847 2297
Healthcare Practitioners and Technical Occupations: 3000-3540 9 36,141 6.67% 4.06% 1437 19135 4063 3563 1783 4113 2047
Service Occupations: 3600-4650 Healthcare Support Occupations: 3600-3655 0 12,716 0.00% 1.43% 267 9683 183 866 626 387 704
Protective Service Occupations: 3700-3955 0 11,540 0.00% 1.30% 277 8415 196 731 702 469 750
Food Preparation and Serving Related Occupations: 4000-4160 3 32,484 2.22% 3.65% 627 23273 716 2055 1685 1285 2843
Building and Grounds Cleaning and Maintenance Occupations: 4200-4250 0 19,438 0.00% 2.18% 229 14668 321 665 935 460 2160
Personal Care and Service Occupations: 4300-4650 2 19,758 1.48% 2.22% 537 13140 700 1753 913 1052 1663
Sales and Office Occupations: 4700-5940 Sales and Related Occupations: 4700-4965 1 47,894 0.74% 5.38% 2087 29841 2087 3881 3440 3161 3397
Office and Administrative Support Occupations: 5000-5940 3 66,544 2.22% 7.48% 2626 42050 2321 5524 4634 3683 5706
Natural Resources, Construction, and Maintenance Occupations: 6005-7630 Farming, Fishing, and Forestry Occupations: 6005-6130 0 413 0.00% 0.05% 0 232 29 6 63 0 83
Construction and Extraction Occupations: 6200-6940 0 13,291 0.00% 1.49% 487 8649 170 471 986 728 1800
Installation, Maintenance, and Repair Occupations: 7000-7630 0 7,114 0.00% 0.80% 515 4389 141 471 631 380 587
Production, Transportation, and Material Moving Occupations: 7700-9750 Production Occupations: 7700-8965 0 11,767 0.00% 1.32% 191 7997 184 833 741 705 1116
Transportation and Material Moving Occupations: 9000-9750 Transportation Occupations: 9000-9420 0 10,305 0.00% 1.16% 301 7709 91 736 578 365 525
Material Moving Occupations: 9500-9750 0 5,803 0.00% 0.65% 91 4401 75 237 271 208 520
Military Specific Occupations: 9800-9830 0 0.00% 0.00%
135 562529
890080

Arlington

Subject Arlington town, Middlesex County, Massachusetts
Total Male Female Median earnings (dollars) Median earnings (dollars) for male Median earnings (dollars) for female
Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error
Civilian employed population 16 years and over 24,067 +/-676 49.80% +/-1.3 50.20% +/-1.3 58,956 +/-3,149 71,530 +/-3,651 50,444 +/-3,902
Management, business, science, and arts occupations: 15,832 +/-673 49.60% +/-1.9 50.40% +/-1.9 73,875 +/-2,155 90,696 +/-6,528 62,382 +/-3,265
Management, business, and financial occupations: 5,499 +/-485 49.10% +/-4.5 50.90% +/-4.5 83,207 +/-6,821 102,542 +/-9,750 68,669 +/-10,368
Management occupations 3,918 +/-461 46.70% +/-5.4 53.30% +/-5.4 87,321 +/-5,421 108,004 +/-5,441 72,216 +/-12,065
Business and financial operations occupations 1,581 +/-272 54.80% +/-7.4 45.20% +/-7.4 72,761 +/-8,687 80,063 +/-12,603 62,976 +/-14,590
Computer, engineering, and science occupations: 4,068 +/-444 69.10% +/-4.8 30.90% +/-4.8 92,672 +/-4,196 97,170 +/-5,451 77,668 +/-10,672
Computer and mathematical occupations 1,985 +/-307 74.50% +/-5.9 25.50% +/-5.9 97,837 +/-6,361 103,939 +/-9,285 91,344 +/-12,974
Architecture and engineering occupations 904 +/-210 74.40% +/-11.0 25.60% +/-11.0 87,160 +/-12,413 95,890 +/-4,667 83,464 +/-24,485
Life, physical, and social science occupations 1,179 +/-242 55.80% +/-10.8 44.20% +/-10.8 74,519 +/-14,510 89,487 +/-19,466 59,293 +/-15,762
Education, legal, community service, arts, and media occupations: 4,828 +/-484 42.00% +/-4.5 58.00% +/-4.5 55,145 +/-6,546 67,606 +/-6,883 50,756 +/-5,405
Community and social services occupations 669 +/-148 12.10% +/-7.1 87.90% +/-7.1 51,434 +/-19,679 65,592 +/-8,543 42,000 +/-23,603
Legal occupations 486 +/-130 59.10% +/-12.4 40.90% +/-12.4 92,167 +/-22,761 101,625 +/-25,393 73,917 +/-36,743
Education, training, and library occupations 2,564 +/-330 41.20% +/-6.0 58.80% +/-6.0 55,833 +/-9,377 75,299 +/-8,584 50,158 +/-7,037
Arts, design, entertainment, sports, and media occupations 1,109 +/-286 54.50% +/-9.8 45.50% +/-9.8 50,202 +/-7,141 53,125 +/-4,419 41,920 +/-11,795
Healthcare practitioner and technical occupations: 1,437 +/-247 21.60% +/-8.9 78.40% +/-8.9 69,133 +/-8,764 87,222 +/-57,464 67,578 +/-11,166
Health diagnosing and treating practitioners and other technical occupations 1,153 +/-209 23.90% +/-10.3 76.10% +/-10.3 74,926 +/-7,939 105,625 +/-110,532 72,843 +/-6,617
Health technologists and technicians 284 +/-111 12.30% +/-14.0 87.70% +/-14.0 34,038 +/-4,976 16,620 +/-8,829 35,750 +/-5,963
Service occupations: 1,937 +/-286 46.20% +/-7.8 53.80% +/-7.8 25,284 +/-4,668 30,473 +/-6,010 17,813 +/-13,690
Healthcare support occupations 267 +/-116 10.50% +/-13.1 89.50% +/-13.1 27,266 +/-15,813 - ** 25,078 +/-19,989
Protective service occupations: 277 +/-113 73.60% +/-17.3 26.40% +/-17.3 53,780 +/-24,188 70,816 +/-18,120 7,266 +/-41,273
Fire fighting and prevention, and other protective service workers including supervisors 203 +/-102 64.00% +/-20.3 36.00% +/-20.3 28,173 +/-28,516 53,750 +/-9,450 7,266 +/-41,273
Law enforcement workers including supervisors 74 +/-57 100.00% +/-35.5 0.00% +/-35.5 75,625 +/-7,990 75,625 +/-7,990 - **
Food preparation and serving related occupations 627 +/-173 54.90% +/-14.5 45.10% +/-14.5 15,640 +/-11,978 24,167 +/-15,366 9,954 +/-11,169
Building and grounds cleaning and maintenance occupations 229 +/-101 77.30% +/-18.4 22.70% +/-18.4 22,472 +/-13,264 32,847 +/-27,652 22,059 +/-11,366
Personal care and service occupations 537 +/-169 26.30% +/-16.5 73.70% +/-16.5 20,809 +/-17,196 34,904 +/-61,614 18,482 +/-17,259
Sales and office occupations: 4,713 +/-468 39.20% +/-4.7 60.80% +/-4.7 36,428 +/-3,744 45,219 +/-7,528 33,209 +/-3,588
Sales and related occupations 2,087 +/-366 53.50% +/-6.8 46.50% +/-6.8 41,681 +/-16,109 57,446 +/-5,424 30,000 +/-10,178
Office and administrative support occupations 2,626 +/-327 27.80% +/-5.6 72.20% +/-5.6 35,308 +/-3,058 40,288 +/-9,849 34,597 +/-3,284
Natural resources, construction, and maintenance occupations: 1,002 +/-201 89.90% +/-7.3 10.10% +/-7.3 38,529 +/-10,006 35,417 +/-11,626 60,481 +/-47,033
Farming, fishing, and forestry occupations 0 +/-26 - ** - ** - ** - ** - **
Construction and extraction occupations 487 +/-146 96.50% +/-5.6 3.50% +/-5.6 41,761 +/-8,009 42,581 +/-10,441 - **
Installation, maintenance, and repair occupations 515 +/-165 83.70% +/-13.7 16.30% +/-13.7 33,841 +/-17,331 33,341 +/-14,116 62,115 +/-46,726
Production, transportation, and material moving occupations: 583 +/-166 87.30% +/-8.4 12.70% +/-8.4 30,515 +/-19,015 31,838 +/-21,279 27,955 +/-74,592
Production occupations 191 +/-102 71.20% +/-19.2 28.80% +/-19.2 61,098 +/-21,026 61,061 +/-19,451 95,078 +/-144,059
Transportation occupations 301 +/-138 96.70% +/-5.3 3.30% +/-5.3 22,386 +/-19,683 25,938 +/-19,250 2,500- ***
Material moving occupations 91 +/-61 90.10% +/-22.7 9.90% +/-22.7 14,583 +/-18,834 17,500 +/-24,809 - **
PERCENT IMPUTED
Occupation 6.70% (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X)

Boston

Subject Boston city, Massachusetts
Total Male Female Median earnings (dollars) Median earnings (dollars) for male Median earnings (dollars) for female
Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error
Civilian employed population 16 years and over 325,271 +/-2,969 49.20% +/-0.4 50.80% +/-0.4 38,296 +/-667 41,400 +/-671 35,708 +/-692
Management, business, science, and arts occupations: 150,824 +/-2,581 45.90% +/-0.7 54.10% +/-0.7 54,945 +/-662 62,060 +/-1,279 52,117 +/-838
Management, business, and financial occupations: 59,272 +/-1,569 49.10% +/-1.1 50.90% +/-1.1 64,456 +/-1,043 74,842 +/-3,526 59,012 +/-1,697
Management occupations 33,455 +/-1,255 50.00% +/-1.5 50.00% +/-1.5 68,559 +/-2,793 78,989 +/-2,213 61,023 +/-2,120
Business and financial operations occupations 25,817 +/-1,141 47.90% +/-2.0 52.10% +/-2.0 61,185 +/-2,187 67,680 +/-5,284 56,663 +/-2,266
Computer, engineering, and science occupations: 24,202 +/-1,198 65.40% +/-2.0 34.60% +/-2.0 57,767 +/-3,008 63,455 +/-2,408 50,520 +/-2,201
Computer and mathematical occupations 10,856 +/-855 72.10% +/-2.9 27.90% +/-2.9 68,416 +/-3,274 73,614 +/-3,446 59,130 +/-5,784
Architecture and engineering occupations 4,598 +/-451 79.00% +/-4.2 21.00% +/-4.2 64,892 +/-4,143 68,043 +/-5,758 49,878 +/-15,232
Life, physical, and social science occupations 8,748 +/-778 50.00% +/-3.5 50.00% +/-3.5 45,369 +/-1,899 44,211 +/-3,244 45,987 +/-1,810
Education, legal, community service, arts, and media occupations: 48,215 +/-1,632 38.50% +/-1.6 61.50% +/-1.6 42,109 +/-1,046 43,682 +/-1,790 41,041 +/-1,179
Community and social services occupations 7,984 +/-722 32.40% +/-3.8 67.60% +/-3.8 37,341 +/-2,109 36,538 +/-3,938 37,691 +/-2,115
Legal occupations 7,628 +/-652 48.00% +/-4.1 52.00% +/-4.1 75,586 +/-8,348 91,657 +/-12,291 63,892 +/-4,275
Education, training, and library occupations 23,160 +/-1,316 34.60% +/-2.3 65.40% +/-2.3 38,224 +/-3,404 37,843 +/-7,594 38,447 +/-3,921
Arts, design, entertainment, sports, and media occupations 9,443 +/-845 45.40% +/-4.0 54.60% +/-4.0 40,452 +/-2,224 42,348 +/-3,862 38,686 +/-3,206
Healthcare practitioner and technical occupations: 19,135 +/-1,052 30.30% +/-2.3 69.70% +/-2.3 58,087 +/-1,859 58,981 +/-2,823 57,558 +/-2,293
Health diagnosing and treating practitioners and other technical occupations 13,803 +/-877 28.80% +/-2.6 71.20% +/-2.6 63,875 +/-1,922 71,620 +/-9,904 62,861 +/-2,367
Health technologists and technicians 5,332 +/-584 34.10% +/-5.0 65.90% +/-5.0 40,349 +/-2,753 43,347 +/-5,255 39,543 +/-2,482
Service occupations: 69,179 +/-2,051 48.00% +/-1.4 52.00% +/-1.4 21,457 +/-570 25,242 +/-1,347 18,678 +/-1,228
Healthcare support occupations 9,683 +/-744 16.90% +/-2.9 83.10% +/-2.9 28,398 +/-2,167 30,535 +/-2,688 27,486 +/-2,101
Protective service occupations: 8,415 +/-711 77.40% +/-3.7 22.60% +/-3.7 40,521 +/-7,458 47,500 +/-6,619 23,363 +/-9,591
Fire fighting and prevention, and other protective service workers including supervisors 5,882 +/-600 75.10% +/-4.5 24.90% +/-4.5 26,290 +/-4,060 29,915 +/-3,311 12,491 +/-7,006
Law enforcement workers including supervisors 2,533 +/-414 82.80% +/-5.6 17.20% +/-5.6 79,096 +/-7,005 82,556 +/-5,505 56,689 +/-8,287
Food preparation and serving related occupations 23,273 +/-1,516 57.90% +/-2.5 42.10% +/-2.5 18,521 +/-1,663 21,179 +/-1,090 13,730 +/-1,280
Building and grounds cleaning and maintenance occupations 14,668 +/-949 53.60% +/-3.3 46.40% +/-3.3 21,357 +/-977 26,025 +/-2,058 17,793 +/-1,920
Personal care and service occupations 13,140 +/-974 28.20% +/-2.8 71.80% +/-2.8 16,593 +/-1,086 19,826 +/-2,636 15,540 +/-1,075
Sales and office occupations: 71,891 +/-1,931 41.20% +/-1.1 58.80% +/-1.1 31,602 +/-810 34,168 +/-1,688 30,360 +/-984
Sales and related occupations 29,841 +/-1,380 50.20% +/-1.7 49.80% +/-1.7 31,827 +/-1,747 40,820 +/-2,797 20,321 +/-2,402
Office and administrative support occupations 42,050 +/-1,485 34.70% +/-1.8 65.30% +/-1.8 31,498 +/-803 29,405 +/-3,153 32,246 +/-970
Natural resources, construction, and maintenance occupations: 13,270 +/-915 95.50% +/-1.5 4.50% +/-1.5 36,315 +/-2,198 36,673 +/-2,270 32,798 +/-7,398
Farming, fishing, and forestry occupations 232 +/-143 40.50% +/-30.5 59.50% +/-30.5 31,932 +/-12,139 40,000 +/-27,073 24,569 +/-17,104
Construction and extraction occupations 8,649 +/-783 96.50% +/-1.5 3.50% +/-1.5 35,067 +/-3,374 35,316 +/-3,065 26,288 +/-9,994
Installation, maintenance, and repair occupations 4,389 +/-472 96.40% +/-1.8 3.60% +/-1.8 39,824 +/-2,460 39,438 +/-2,419 66,250 +/-29,366
Production, transportation, and material moving occupations: 20,107 +/-1,009 75.70% +/-2.0 24.30% +/-2.0 28,033 +/-1,602 30,274 +/-1,728 21,577 +/-2,074
Production occupations 7,997 +/-634 64.40% +/-3.8 35.60% +/-3.8 30,112 +/-2,149 34,019 +/-2,276 22,912 +/-4,489
Transportation occupations 7,709 +/-795 84.40% +/-3.0 15.60% +/-3.0 30,561 +/-1,765 30,938 +/-1,793 28,194 +/-5,247
Material moving occupations 4,401 +/-560 80.90% +/-4.5 19.10% +/-4.5 18,898 +/-2,704 20,204 +/-3,255 16,280 +/-3,147
PERCENT IMPUTED
Occupation 10.80% (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X)

Brookline

Subject Brookline CDP, Massachusetts
Total Male Female Median earnings (dollars) Median earnings (dollars) for male Median earnings (dollars) for female
Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error
Civilian employed population 16 years and over 31,597 +/-947 48.40% +/-1.4 51.60% +/-1.4 58,498 +/-2,111 70,205 +/-5,620 51,450 +/-2,341
Management, business, science, and arts occupations: 24,383 +/-903 48.40% +/-1.6 51.60% +/-1.6 67,848 +/-3,788 85,817 +/-5,220 58,581 +/-2,882
Management, business, and financial occupations: 7,687 +/-649 57.00% +/-3.8 43.00% +/-3.8 79,574 +/-9,457 92,820 +/-15,257 62,696 +/-6,168
Management occupations 4,402 +/-462 58.90% +/-4.8 41.10% +/-4.8 89,792 +/-14,759 111,125 +/-14,884 70,667 +/-12,029
Business and financial operations occupations 3,285 +/-451 54.50% +/-6.8 45.50% +/-6.8 65,701 +/-8,271 77,315 +/-10,702 56,548 +/-8,395
Computer, engineering, and science occupations: 5,136 +/-454 55.50% +/-5.1 44.50% +/-5.1 63,548 +/-9,586 72,388 +/-9,459 58,701 +/-3,396
Computer and mathematical occupations 1,789 +/-358 61.30% +/-9.5 38.70% +/-9.5 69,819 +/-8,887 73,914 +/-21,443 62,870 +/-13,353
Architecture and engineering occupations 671 +/-196 79.70% +/-9.8 20.30% +/-9.8 86,635 +/-19,244 81,164 +/-26,180 91,964 +/-10,040
Life, physical, and social science occupations 2,676 +/-302 45.50% +/-6.4 54.50% +/-6.4 54,934 +/-9,077 61,719 +/-21,008 51,119 +/-6,488
Education, legal, community service, arts, and media occupations: 7,497 +/-565 39.50% +/-3.4 60.50% +/-3.4 56,498 +/-6,216 81,920 +/-16,882 48,154 +/-5,218
Community and social services occupations 802 +/-211 28.80% +/-9.5 71.20% +/-9.5 47,026 +/-7,670 36,741 +/-21,671 47,392 +/-9,571
Legal occupations 1,300 +/-301 51.20% +/-8.5 48.80% +/-8.5 122,586 +/-29,719 130,000 +/-59,175 109,397 +/-31,054
Education, training, and library occupations 4,105 +/-411 37.00% +/-4.5 63.00% +/-4.5 50,484 +/-7,132 86,303 +/-13,354 39,905 +/-7,653
Arts, design, entertainment, sports, and media occupations 1,290 +/-263 42.50% +/-9.9 57.50% +/-9.9 50,903 +/-16,061 51,429 +/-33,696 50,568 +/-14,400
Healthcare practitioner and technical occupations: 4,063 +/-445 39.50% +/-4.9 60.50% +/-4.9 75,625 +/-12,181 117,174 +/-40,105 66,474 +/-3,770
Health diagnosing and treating practitioners and other technical occupations 3,613 +/-385 40.90% +/-5.2 59.10% +/-5.2 84,764 +/-15,926 142,206 +/-48,417 67,520 +/-6,984
Health technologists and technicians 450 +/-137 28.90% +/-15.4 71.10% +/-15.4 38,700 +/-22,439 32,083 +/-38,510 50,313 +/-27,464
Service occupations: 2,116 +/-363 47.20% +/-7.0 52.80% +/-7.0 20,906 +/-2,712 23,125 +/-6,411 18,296 +/-2,531
Healthcare support occupations 183 +/-67 18.60% +/-16.1 81.40% +/-16.1 40,865 +/-20,730 67,222 +/-429,306 29,375 +/-13,552
Protective service occupations: 196 +/-90 75.00% +/-19.3 25.00% +/-19.3 37,143 +/-23,440 53,229 +/-25,613 27,981 +/-45,606
Fire fighting and prevention, and other protective service workers including supervisors 147 +/-70 76.20% +/-21.1 23.80% +/-21.1 27,596 +/-29,987 53,542 +/-51,464 3,750 +/-35,463
Law enforcement workers including supervisors 49 +/-48 71.40% +/-43.5 28.60% +/-43.5 46,382 +/-63,029 47,303 +/-111,658 - **
Food preparation and serving related occupations 716 +/-222 52.20% +/-12.7 47.80% +/-12.7 18,793 +/-8,769 20,484 +/-13,456 17,759 +/-12,162
Building and grounds cleaning and maintenance occupations 321 +/-130 41.70% +/-20.2 58.30% +/-20.2 18,094 +/-9,286 38,750 +/-22,632 15,880 +/-7,719
Personal care and service occupations 700 +/-212 44.10% +/-14.4 55.90% +/-14.4 19,739 +/-4,147 21,425 +/-9,512 17,983 +/-5,669
Sales and office occupations: 4,408 +/-555 46.00% +/-5.5 54.00% +/-5.5 38,214 +/-7,308 41,069 +/-9,047 36,479 +/-6,890
Sales and related occupations 2,087 +/-368 56.20% +/-7.5 43.80% +/-7.5 50,486 +/-10,734 50,772 +/-12,019 50,000 +/-21,717
Office and administrative support occupations 2,321 +/-411 36.80% +/-8.1 63.20% +/-8.1 32,282 +/-3,932 31,389 +/-5,321 33,486 +/-6,473
Natural resources, construction, and maintenance occupations: 340 +/-127 89.40% +/-10.2 10.60% +/-10.2 27,121 +/-14,305 26,742 +/-19,137 30,781 +/-35,271
Farming, fishing, and forestry occupations 29 +/-33 44.80% +/-55.2 55.20% +/-55.2 32,266 +/-119,395 - ** - **
Construction and extraction occupations 170 +/-77 92.40% +/-11.6 7.60% +/-11.6 31,591 +/-30,079 35,347 +/-25,354 5,694 +/-5,057
Installation, maintenance, and repair occupations 141 +/-101 95.00% +/-10.8 5.00% +/-10.8 25,492 +/-17,893 25,227 +/-11,960 - **
Production, transportation, and material moving occupations: 350 +/-130 46.90% +/-15.8 53.10% +/-15.8 32,061 +/-2,404 34,063 +/-24,976 30,417 +/-22,072
Production occupations 184 +/-99 25.50% +/-21.4 74.50% +/-21.4 32,738 +/-2,642 150,875 +/-194,151 32,530 +/-18,092
Transportation occupations 91 +/-51 71.40% +/-29.6 28.60% +/-29.6 30,592 +/-5,862 31,118 +/-3,256 21,912 +/-47,589
Material moving occupations 75 +/-56 69.30% +/-40.6 30.70% +/-40.6 52,656 +/-110,280 65,588 +/-49,416 - **
PERCENT IMPUTED
Occupation 6.80% (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X)
Subject Brookline CDP, Massachusetts
Total Male Female Median earnings (dollars) Median earnings (dollars) for male Median earnings (dollars) for female
Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error

Cambridge

Subject Cambridge city, Massachusetts
Total Male Female Median earnings (dollars) Median earnings (dollars) for male Median earnings (dollars) for female
Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error
Civilian employed population 16 years and over 59,552 +/-1,145 50.70% +/-1.4 49.30% +/-1.4 43,797 +/-1,202 48,959 +/-2,584 40,432 +/-1,516
Management, business, science, and arts occupations: 41,323 +/-1,045 52.00% +/-1.3 48.00% +/-1.3 55,305 +/-1,465 62,061 +/-2,546 51,211 +/-1,668
Management, business, and financial occupations: 11,391 +/-622 49.20% +/-2.7 50.80% +/-2.7 67,538 +/-6,173 77,466 +/-6,013 61,004 +/-6,757
Management occupations 7,080 +/-522 49.70% +/-3.3 50.30% +/-3.3 74,472 +/-3,909 80,474 +/-7,476 65,240 +/-8,114
Business and financial operations occupations 4,311 +/-438 48.50% +/-5.1 51.50% +/-5.1 62,988 +/-6,774 75,119 +/-17,122 52,542 +/-5,472
Computer, engineering, and science occupations: 11,380 +/-694 64.00% +/-2.8 36.00% +/-2.8 59,710 +/-2,440 64,819 +/-3,821 50,581 +/-3,463
Computer and mathematical occupations 3,769 +/-415 80.20% +/-4.6 19.80% +/-4.6 77,422 +/-7,692 78,333 +/-7,821 75,650 +/-20,056
Architecture and engineering occupations 1,892 +/-305 67.30% +/-7.6 32.70% +/-7.6 67,702 +/-7,757 74,468 +/-7,972 54,297 +/-11,735
Life, physical, and social science occupations 5,719 +/-524 52.30% +/-3.6 47.70% +/-3.6 48,582 +/-3,070 50,407 +/-3,900 46,358 +/-5,677
Education, legal, community service, arts, and media occupations: 14,989 +/-724 49.00% +/-2.6 51.00% +/-2.6 42,690 +/-2,514 45,300 +/-5,995 41,507 +/-2,601
Community and social services occupations 1,307 +/-214 30.80% +/-8.5 69.20% +/-8.5 41,031 +/-8,723 40,735 +/-13,998 41,467 +/-14,823
Legal occupations 1,440 +/-239 51.40% +/-8.8 48.60% +/-8.8 102,000 +/-45,855 100,750 +/-55,380 103,281 +/-65,814
Education, training, and library occupations 9,234 +/-704 51.30% +/-3.4 48.70% +/-3.4 34,983 +/-4,620 34,926 +/-6,732 35,028 +/-5,011
Arts, design, entertainment, sports, and media occupations 3,008 +/-330 49.00% +/-5.5 51.00% +/-5.5 49,813 +/-2,607 52,025 +/-6,563 47,259 +/-5,903
Healthcare practitioner and technical occupations: 3,563 +/-372 34.50% +/-5.0 65.50% +/-5.0 64,296 +/-5,277 75,130 +/-10,482 60,741 +/-6,085
Health diagnosing and treating practitioners and other technical occupations 3,019 +/-342 31.30% +/-5.0 68.70% +/-5.0 66,870 +/-6,411 100,990 +/-42,069 63,446 +/-5,085
Health technologists and technicians 544 +/-165 52.60% +/-13.9 47.40% +/-13.9 37,841 +/-6,520 49,000 +/-21,079 31,824 +/-6,937
Service occupations: 6,070 +/-561 43.70% +/-5.1 56.30% +/-5.1 18,405 +/-2,234 18,216 +/-3,333 18,523 +/-2,799
Healthcare support occupations 866 +/-187 16.50% +/-8.0 83.50% +/-8.0 26,024 +/-3,017 24,583 +/-31,065 26,107 +/-3,288
Protective service occupations: 731 +/-162 63.70% +/-11.5 36.30% +/-11.5 26,094 +/-15,737 26,438 +/-12,471 11,125 +/-38,916
Fire fighting and prevention, and other protective service workers including supervisors 568 +/-152 69.70% +/-13.3 30.30% +/-13.3 11,512 +/-7,112 17,134 +/-14,719 6,062 +/-1,047
Law enforcement workers including supervisors 163 +/-80 42.90% +/-21.0 57.10% +/-21.0 58,950 +/-22,413 45,000 +/-13,841 71,705 +/-27,142
Food preparation and serving related occupations 2,055 +/-344 52.80% +/-8.6 47.20% +/-8.6 16,296 +/-4,720 17,970 +/-4,091 13,348 +/-7,059
Building and grounds cleaning and maintenance occupations 665 +/-146 61.50% +/-10.2 38.50% +/-10.2 19,980 +/-4,471 20,284 +/-9,775 19,883 +/-4,314
Personal care and service occupations 1,753 +/-340 31.20% +/-7.5 68.80% +/-7.5 14,501 +/-2,555 14,012 +/-3,659 15,152 +/-3,912
Sales and office occupations: 9,405 +/-638 40.30% +/-3.6 59.70% +/-3.6 26,719 +/-4,360 31,806 +/-5,376 22,070 +/-2,070
Sales and related occupations 3,881 +/-375 51.60% +/-5.0 48.40% +/-5.0 26,816 +/-7,715 35,282 +/-9,102 17,903 +/-6,167
Office and administrative support occupations 5,524 +/-495 32.40% +/-4.2 67.60% +/-4.2 26,667 +/-5,473 30,536 +/-5,379 24,258 +/-5,166
Natural resources, construction, and maintenance occupations: 948 +/-243 82.90% +/-13.0 17.10% +/-13.0 37,202 +/-7,841 35,893 +/-6,036 53,402 +/-59,776
Farming, fishing, and forestry occupations 6 +/-13 100.00% +/-100.0 0.00% +/-100.0 2,500- *** 2,500- *** - **
Construction and extraction occupations 471 +/-145 87.50% +/-13.6 12.50% +/-13.6 32,841 +/-12,974 31,736 +/-13,811 78,244 +/-101,337
Installation, maintenance, and repair occupations 471 +/-187 78.10% +/-21.5 21.90% +/-21.5 42,380 +/-10,571 41,923 +/-6,880 52,889 +/-80,444
Production, transportation, and material moving occupations: 1,806 +/-298 83.30% +/-5.4 16.70% +/-5.4 23,908 +/-4,480 24,918 +/-7,811 17,143 +/-9,922
Production occupations 833 +/-227 78.90% +/-8.2 21.10% +/-8.2 25,063 +/-8,670 29,271 +/-8,725 13,000 +/-5,528
Transportation occupations 736 +/-189 84.80% +/-7.7 15.20% +/-7.7 23,253 +/-5,963 23,347 +/-6,601 22,727 +/-16,403
Material moving occupations 237 +/-109 94.10% +/-6.1 5.90% +/-6.1 26,146 +/-7,623 26,146 +/-7,447 27,500 +/-68,327
PERCENT IMPUTED
Occupation 8.40% (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X)
Subject Cambridge city, Massachusetts
Total Male Female Median earnings (dollars) Median earnings (dollars) for male Median earnings (dollars) for female
Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error

Medford

Subject Medford city, Massachusetts
Total Male Female Median earnings (dollars) Median earnings (dollars) for male Median earnings (dollars) for female
Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error
Civilian employed population 16 years and over 32,034 +/-811 49.70% +/-1.6 50.30% +/-1.6 43,207 +/-1,537 49,635 +/-2,772 37,547 +/-2,474
Management, business, science, and arts occupations: 15,829 +/-936 48.80% +/-2.7 51.20% +/-2.7 59,502 +/-2,509 66,635 +/-3,553 52,251 +/-2,190
Management, business, and financial occupations: 5,654 +/-611 50.20% +/-4.9 49.80% +/-4.9 64,233 +/-6,576 69,896 +/-8,275 58,478 +/-9,243
Management occupations 3,573 +/-479 52.90% +/-6.5 47.10% +/-6.5 68,594 +/-5,691 76,802 +/-15,405 59,766 +/-17,451
Business and financial operations occupations 2,081 +/-324 45.70% +/-7.1 54.30% +/-7.1 58,618 +/-7,162 59,167 +/-10,686 58,090 +/-8,969
Computer, engineering, and science occupations: 3,557 +/-418 73.60% +/-4.9 26.40% +/-4.9 69,662 +/-5,540 74,773 +/-6,203 57,409 +/-5,353
Computer and mathematical occupations 1,614 +/-344 83.20% +/-5.9 16.80% +/-5.9 83,284 +/-9,186 84,779 +/-9,822 56,067 +/-33,617
Architecture and engineering occupations 1,021 +/-205 84.20% +/-7.4 15.80% +/-7.4 64,107 +/-7,523 65,636 +/-7,642 54,750 +/-15,593
Life, physical, and social science occupations 922 +/-228 45.00% +/-10.6 55.00% +/-10.6 64,337 +/-8,345 73,893 +/-19,251 58,750 +/-10,246
Education, legal, community service, arts, and media occupations: 4,835 +/-465 38.50% +/-4.7 61.50% +/-4.7 45,646 +/-2,953 46,542 +/-5,639 44,956 +/-5,772
Community and social services occupations 771 +/-181 38.40% +/-14.2 61.60% +/-14.2 44,964 +/-6,675 44,315 +/-20,481 46,536 +/-7,373
Legal occupations 508 +/-148 31.30% +/-13.6 68.70% +/-13.6 63,735 +/-13,685 91,597 +/-72,108 63,117 +/-9,641
Education, training, and library occupations 2,743 +/-363 32.00% +/-5.0 68.00% +/-5.0 41,294 +/-5,771 43,682 +/-5,022 39,545 +/-8,668
Arts, design, entertainment, sports, and media occupations 813 +/-226 65.10% +/-12.8 34.90% +/-12.8 44,347 +/-11,171 56,953 +/-17,973 35,526 +/-17,318
Healthcare practitioner and technical occupations: 1,783 +/-325 22.40% +/-7.7 77.60% +/-7.7 54,790 +/-9,585 64,500 +/-18,407 54,278 +/-5,670
Health diagnosing and treating practitioners and other technical occupations 1,132 +/-244 19.70% +/-7.8 80.30% +/-7.8 67,917 +/-12,967 82,279 +/-18,888 64,441 +/-14,968
Health technologists and technicians 651 +/-212 27.20% +/-16.1 72.80% +/-16.1 37,983 +/-11,114 47,896 +/-21,136 37,464 +/-9,864
Service occupations: 4,861 +/-558 46.60% +/-5.1 53.40% +/-5.1 22,093 +/-4,040 30,703 +/-4,121 17,151 +/-7,645
Healthcare support occupations 626 +/-244 32.90% +/-11.7 67.10% +/-11.7 36,154 +/-9,541 54,306 +/-20,369 30,227 +/-11,007
Protective service occupations: 702 +/-170 80.50% +/-11.8 19.50% +/-11.8 43,017 +/-16,850 50,038 +/-11,826 20,509 +/-15,044
Fire fighting and prevention, and other protective service workers including supervisors 524 +/-152 76.10% +/-14.6 23.90% +/-14.6 29,214 +/-15,071 40,583 +/-26,705 14,948 +/-16,857
Law enforcement workers including supervisors 178 +/-78 93.30% +/-10.7 6.70% +/-10.7 56,833 +/-51,560 55,833 +/-45,345 - **
Food preparation and serving related occupations 1,685 +/-366 45.90% +/-8.9 54.10% +/-8.9 17,250 +/-6,659 19,421 +/-10,578 11,865 +/-8,773
Building and grounds cleaning and maintenance occupations 935 +/-242 54.40% +/-13.8 45.60% +/-13.8 20,719 +/-5,751 31,440 +/-10,091 13,050 +/-2,513
Personal care and service occupations 913 +/-227 23.40% +/-10.6 76.60% +/-10.6 20,563 +/-5,464 30,625 +/-13,349 16,065 +/-9,321
Sales and office occupations: 8,074 +/-657 36.90% +/-3.6 63.10% +/-3.6 35,000 +/-3,688 40,028 +/-4,024 33,120 +/-3,041
Sales and related occupations 3,440 +/-471 45.40% +/-6.6 54.60% +/-6.6 31,570 +/-8,129 40,252 +/-6,028 26,942 +/-5,649
Office and administrative support occupations 4,634 +/-435 30.60% +/-3.9 69.40% +/-3.9 36,437 +/-3,287 39,674 +/-8,066 35,152 +/-2,798
Natural resources, construction, and maintenance occupations: 1,680 +/-271 99.50% +/-0.8 0.50% +/-0.8 42,984 +/-4,974 42,823 +/-4,939 - **
Farming, fishing, and forestry occupations 63 +/-63 100.00% +/-38.8 0.00% +/-38.8 15,313 +/-14,118 15,313 +/-14,118 - **
Construction and extraction occupations 986 +/-225 99.20% +/-1.3 0.80% +/-1.3 39,700 +/-11,669 39,300 +/-11,899 - **
Installation, maintenance, and repair occupations 631 +/-173 100.00% +/-5.4 0.00% +/-5.4 46,830 +/-7,264 46,830 +/-7,264 - **
Production, transportation, and material moving occupations: 1,590 +/-332 80.40% +/-6.4 19.60% +/-6.4 27,042 +/-4,216 26,821 +/-3,976 30,181 +/-7,534
Production occupations 741 +/-201 67.70% +/-9.4 32.30% +/-9.4 32,520 +/-2,778 35,549 +/-7,295 30,302 +/-6,807
Transportation occupations 578 +/-190 97.60% +/-4.6 2.40% +/-4.6 25,904 +/-3,256 26,090 +/-2,455 - **
Material moving occupations 271 +/-134 78.60% +/-18.9 21.40% +/-18.9 20,536 +/-8,729 17,138 +/-8,895 35,303 +/-19,182
PERCENT IMPUTED
Occupation 7.80% (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X)
Subject Medford city, Massachusetts
Total Male Female Median earnings (dollars) Median earnings (dollars) for male Median earnings (dollars) for female
Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error

Newton

Subject Newton city, Massachusetts
Total Male Female Median earnings (dollars) Median earnings (dollars) for male Median earnings (dollars) for female
Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error
Civilian employed population 16 years and over 43,235 +/-890 51.30% +/-0.9 48.70% +/-0.9 61,570 +/-1,916 81,250 +/-4,019 48,149 +/-3,307
Management, business, science, and arts occupations: 30,352 +/-872 52.00% +/-1.4 48.00% +/-1.4 82,164 +/-2,995 106,874 +/-2,301 62,811 +/-2,989
Management, business, and financial occupations: 10,249 +/-605 57.20% +/-2.6 42.80% +/-2.6 102,328 +/-5,790 125,162 +/-7,521 77,411 +/-4,696
Management occupations 6,452 +/-476 60.50% +/-3.7 39.50% +/-3.7 107,017 +/-4,569 125,443 +/-7,857 87,805 +/-10,686
Business and financial operations occupations 3,797 +/-406 51.60% +/-4.6 48.40% +/-4.6 87,454 +/-7,515 124,239 +/-20,375 64,680 +/-7,991
Computer, engineering, and science occupations: 6,072 +/-504 65.50% +/-4.1 34.50% +/-4.1 90,558 +/-3,876 102,566 +/-10,164 78,108 +/-7,793
Computer and mathematical occupations 2,723 +/-354 71.50% +/-5.2 28.50% +/-5.2 95,060 +/-6,019 104,967 +/-5,918 84,471 +/-9,226
Architecture and engineering occupations 1,180 +/-209 75.30% +/-8.3 24.70% +/-8.3 80,588 +/-14,179 93,875 +/-18,361 51,211 +/-14,743
Life, physical, and social science occupations 2,169 +/-302 52.50% +/-6.6 47.50% +/-6.6 84,886 +/-12,008 92,340 +/-17,750 71,125 +/-19,019
Education, legal, community service, arts, and media occupations: 9,918 +/-694 41.60% +/-2.9 58.40% +/-2.9 55,124 +/-3,774 71,310 +/-11,081 43,821 +/-8,593
Community and social services occupations 856 +/-185 30.10% +/-12.2 69.90% +/-12.2 42,872 +/-8,246 37,361 +/-10,337 46,786 +/-11,238
Legal occupations 2,134 +/-276 56.50% +/-5.7 43.50% +/-5.7 119,397 +/-26,596 163,173 +/-42,488 91,339 +/-27,209
Education, training, and library occupations 5,081 +/-501 34.20% +/-4.5 65.80% +/-4.5 41,234 +/-8,924 62,880 +/-11,117 35,276 +/-6,199
Arts, design, entertainment, sports, and media occupations 1,847 +/-259 49.90% +/-6.5 50.10% +/-6.5 48,867 +/-13,642 56,473 +/-14,786 31,917 +/-14,485
Healthcare practitioner and technical occupations: 4,113 +/-408 44.40% +/-4.1 55.60% +/-4.1 107,538 +/-16,194 187,837 +/-28,796 78,036 +/-12,376
Health diagnosing and treating practitioners and other technical occupations 3,581 +/-365 47.30% +/-4.8 52.70% +/-4.8 127,780 +/-11,877 201,845 +/-15,911 95,694 +/-13,550
Health technologists and technicians 532 +/-163 25.00% +/-11.6 75.00% +/-11.6 36,897 +/-8,571 38,625 +/-7,394 36,063 +/-15,558
Service occupations: 3,653 +/-491 39.70% +/-5.1 60.30% +/-5.1 21,268 +/-3,165 32,922 +/-6,749 15,522 +/-5,551
Healthcare support occupations 387 +/-170 6.50% +/-6.4 93.50% +/-6.4 31,594 +/-5,486 31,964 +/-373,092 31,515 +/-7,195
Protective service occupations: 469 +/-147 65.50% +/-15.2 34.50% +/-15.2 29,375 +/-20,096 47,679 +/-12,889 5,484 +/-13,593
Fire fighting and prevention, and other protective service workers including supervisors 373 +/-136 60.10% +/-17.6 39.90% +/-17.6 24,911 +/-23,993 33,750 +/-27,402 4,960 +/-8,122
Law enforcement workers including supervisors 96 +/-58 86.50% +/-18.0 13.50% +/-18.0 62,083 +/-27,466 62,031 +/-26,517 87,679 +/-102,554
Food preparation and serving related occupations 1,285 +/-236 37.50% +/-9.6 62.50% +/-9.6 16,205 +/-5,358 25,946 +/-7,943 9,950 +/-7,246
Building and grounds cleaning and maintenance occupations 460 +/-175 81.30% +/-11.9 18.70% +/-11.9 34,543 +/-8,079 38,421 +/-13,603 14,318 +/-40,172
Personal care and service occupations 1,052 +/-238 24.90% +/-9.2 75.10% +/-9.2 15,521 +/-9,853 21,164 +/-5,669 11,458 +/-8,890
Sales and office occupations: 6,844 +/-503 43.30% +/-3.6 56.70% +/-3.6 30,773 +/-3,189 35,181 +/-7,834 28,549 +/-5,854
Sales and related occupations 3,161 +/-371 58.50% +/-5.5 41.50% +/-5.5 40,959 +/-14,523 50,799 +/-10,009 24,549 +/-13,319
Office and administrative support occupations 3,683 +/-400 30.40% +/-4.8 69.60% +/-4.8 27,835 +/-5,720 22,448 +/-8,688 29,017 +/-5,367
Natural resources, construction, and maintenance occupations: 1,108 +/-208 93.60% +/-5.3 6.40% +/-5.3 52,931 +/-15,230 55,224 +/-11,103 19,669 +/-32,172
Farming, fishing, and forestry occupations 0 +/-29 - ** - ** - ** - ** - **
Construction and extraction occupations 728 +/-164 99.20% +/-1.7 0.80% +/-1.7 60,070 +/-10,514 60,176 +/-9,638 2,500- ***
Installation, maintenance, and repair occupations 380 +/-124 82.90% +/-13.6 17.10% +/-13.6 38,488 +/-10,555 39,448 +/-15,320 19,890 +/-37,784
Production, transportation, and material moving occupations: 1,278 +/-325 73.40% +/-8.0 26.60% +/-8.0 22,420 +/-5,711 26,500 +/-12,086 21,408 +/-3,010
Production occupations 705 +/-221 65.40% +/-13.3 34.60% +/-13.3 22,440 +/-3,997 23,657 +/-10,878 22,040 +/-2,702
Transportation occupations 365 +/-128 94.80% +/-5.9 5.20% +/-5.9 31,114 +/-7,658 31,091 +/-8,399 50,125 +/-46,162
Material moving occupations 208 +/-89 63.00% +/-25.5 37.00% +/-25.5 12,697 +/-7,138 12,014 +/-45,793 12,928 +/-13,290
PERCENT IMPUTED
Occupation 6.20% (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X)
Subject Newton city, Massachusetts
Total Male Female Median earnings (dollars) Median earnings (dollars) for male Median earnings (dollars) for female
Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error

Somerville

Subject Somerville city, Massachusetts
Total Male Female Median earnings (dollars) Median earnings (dollars) for male Median earnings (dollars) for female
Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error
Civilian employed population 16 years and over 46,773 +/-1,226 49.30% +/-1.6 50.70% +/-1.6 38,941 +/-1,454 40,890 +/-1,335 36,813 +/-2,078
Management, business, science, and arts occupations: 24,919 +/-1,191 47.30% +/-2.3 52.70% +/-2.3 50,619 +/-1,646 54,177 +/-2,396 48,237 +/-1,554
Management, business, and financial occupations: 7,449 +/-614 47.20% +/-3.4 52.80% +/-3.4 53,907 +/-1,894 61,378 +/-4,300 51,037 +/-1,611
Management occupations 4,616 +/-490 50.30% +/-4.7 49.70% +/-4.7 54,604 +/-2,423 59,542 +/-8,897 52,726 +/-2,586
Business and financial operations occupations 2,833 +/-419 42.20% +/-7.2 57.80% +/-7.2 52,395 +/-3,666 61,747 +/-4,841 49,537 +/-2,523
Computer, engineering, and science occupations: 6,371 +/-637 62.60% +/-4.1 37.40% +/-4.1 61,598 +/-3,913 64,167 +/-7,295 54,611 +/-5,075
Computer and mathematical occupations 2,648 +/-427 73.80% +/-6.0 26.20% +/-6.0 73,341 +/-4,545 73,635 +/-6,293 72,545 +/-10,130
Architecture and engineering occupations 1,323 +/-253 67.30% +/-9.7 32.70% +/-9.7 66,099 +/-7,042 67,976 +/-9,870 64,915 +/-7,115
Life, physical, and social science occupations 2,400 +/-363 47.60% +/-6.1 52.40% +/-6.1 48,438 +/-4,532 52,038 +/-6,804 46,426 +/-3,785
Education, legal, community service, arts, and media occupations: 9,052 +/-656 39.70% +/-4.2 60.30% +/-4.2 40,288 +/-2,521 42,038 +/-3,980 39,352 +/-2,447
Community and social services occupations 908 +/-202 28.70% +/-9.0 71.30% +/-9.0 37,965 +/-5,444 36,901 +/-8,425 39,073 +/-7,581
Legal occupations 973 +/-225 54.00% +/-10.8 46.00% +/-10.8 56,161 +/-10,406 60,923 +/-25,340 55,238 +/-11,638
Education, training, and library occupations 4,874 +/-461 38.20% +/-5.9 61.80% +/-5.9 39,892 +/-4,972 42,628 +/-5,810 37,847 +/-4,935
Arts, design, entertainment, sports, and media occupations 2,297 +/-347 41.10% +/-6.8 58.90% +/-6.8 39,264 +/-2,645 40,290 +/-10,701 39,133 +/-4,102
Healthcare practitioner and technical occupations: 2,047 +/-371 33.40% +/-7.2 66.60% +/-7.2 55,185 +/-4,590 53,036 +/-6,751 56,733 +/-11,626
Health diagnosing and treating practitioners and other technical occupations 1,372 +/-256 30.70% +/-8.1 69.30% +/-8.1 62,630 +/-7,370 62,250 +/-9,372 62,776 +/-9,871
Health technologists and technicians 675 +/-216 39.00% +/-14.2 61.00% +/-14.2 40,231 +/-5,613 37,043 +/-5,316 41,591 +/-13,568
Service occupations: 8,120 +/-764 42.30% +/-4.7 57.70% +/-4.7 21,588 +/-1,081 27,591 +/-5,324 19,555 +/-1,676
Healthcare support occupations 704 +/-199 12.90% +/-9.7 87.10% +/-9.7 21,694 +/-5,574 34,659 +/-52,204 20,927 +/-5,239
Protective service occupations: 750 +/-211 67.30% +/-11.9 32.70% +/-11.9 43,527 +/-11,081 43,210 +/-8,537 44,688 +/-31,312
Fire fighting and prevention, and other protective service workers including supervisors 504 +/-149 71.00% +/-13.7 29.00% +/-13.7 30,147 +/-11,627 30,250 +/-21,250 30,122 +/-19,530
Law enforcement workers including supervisors 246 +/-152 59.80% +/-21.2 40.20% +/-21.2 60,256 +/-8,694 60,224 +/-12,042 65,038 +/-18,425
Food preparation and serving related occupations 2,843 +/-489 49.90% +/-7.9 50.10% +/-7.9 20,116 +/-1,781 23,276 +/-6,094 17,531 +/-2,292
Building and grounds cleaning and maintenance occupations 2,160 +/-343 42.80% +/-9.2 57.20% +/-9.2 23,595 +/-4,319 30,809 +/-4,533 20,600 +/-3,127
Personal care and service occupations 1,663 +/-266 29.80% +/-9.2 70.20% +/-9.2 20,217 +/-2,740 21,355 +/-4,617 18,295 +/-5,741
Sales and office occupations: 9,103 +/-819 42.60% +/-3.7 57.40% +/-3.7 30,990 +/-2,007 31,528 +/-2,490 30,229 +/-3,316
Sales and related occupations 3,397 +/-474 56.70% +/-5.6 43.30% +/-5.6 26,979 +/-3,417 31,084 +/-8,182 19,806 +/-6,240
Office and administrative support occupations 5,706 +/-626 34.20% +/-4.5 65.80% +/-4.5 32,968 +/-2,892 31,781 +/-2,935 34,116 +/-3,419
Natural resources, construction, and maintenance occupations: 2,470 +/-379 94.10% +/-3.8 5.90% +/-3.8 30,202 +/-4,360 30,444 +/-3,349 17,143 +/-13,231
Farming, fishing, and forestry occupations 83 +/-132 66.30% +/-5.1 33.70% +/-5.1 9,386 +/-142 - ** - **
Construction and extraction occupations 1,800 +/-386 93.80% +/-4.6 6.20% +/-4.6 27,338 +/-6,279 28,603 +/-5,670 18,750 +/-18,809
Installation, maintenance, and repair occupations 587 +/-158 98.80% +/-2.2 1.20% +/-2.2 38,520 +/-7,934 38,289 +/-8,064 - **
Production, transportation, and material moving occupations: 2,161 +/-356 75.60% +/-7.1 24.40% +/-7.1 25,686 +/-2,665 26,968 +/-4,548 18,824 +/-4,542
Production occupations 1,116 +/-235 67.90% +/-8.3 32.10% +/-8.3 26,000 +/-4,290 29,333 +/-8,391 19,902 +/-6,401
Transportation occupations 525 +/-168 93.10% +/-8.9 6.90% +/-8.9 27,099 +/-25,375 27,335 +/-28,759 16,957 +/-79,007
Material moving occupations 520 +/-192 74.20% +/-18.1 25.80% +/-18.1 16,806 +/-15,015 21,944 +/-13,851 9,244 +/-16,649
PERCENT IMPUTED
Occupation 10.20% (X) (X) (X) (X) (X) (X) (X) (X) (X) (X) (X)
Subject Somerville city, Massachusetts
Total Male Female Median earnings (dollars) Median earnings (dollars) for male Median earnings (dollars) for female
Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error Estimate Margin of Error