Scatterplot: Income Inequality
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var margin = {top: 15, right: 20, bottom: 40, left: 40}, | |
width = 575 - margin.left - margin.right, | |
height = 460 - margin.top - margin.bottom; | |
var parseYear = d3.time.format("%Y").parse, | |
parseDate = d3.time.format("%Y%m").parse, | |
parseMonth = d3.time.format("%m-%Y").parse, | |
numberFormat = d3.format(",.0f"), | |
numberFormatDetailed = d3.format(",.1f"); | |
var x = d3.scale.linear() | |
.range([0, width]); | |
var y = d3.scale.linear() | |
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var yAxis = d3.svg.axis() | |
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.tickFormat(numberFormatDetailed) | |
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.ticks(8); | |
var svg = d3.select("#chart").append("svg") | |
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var tooltip = d3.select("body").append("div") | |
.attr("class", "tooltip") | |
.style("opacity", 0); | |
var duration = 375; | |
var coordinates; | |
var mouseX; | |
var selectedVariable = "scatter" | |
d3.csv("data.csv", function(error, data) { | |
d3.select("#switchMajor").on("click.chart", function(){ | |
d3.selectAll(".button") | |
.classed("selected",false); | |
d3.select(this) | |
.classed("selected",true); | |
updateChartMajor(); | |
}); | |
d3.select("#switchDetailed").on("click.chart", function(){ | |
d3.selectAll(".button") | |
.classed("selected",false); | |
d3.select(this) | |
.classed("selected",true); | |
updateChartDetailed(); | |
}); | |
data.forEach(function(d) { | |
d.avg_income_1999 = +d.avg_income_1999/1000; | |
d.avg_income_2014 = +d.avg_income_2014; | |
d.income_growth_9914 = +d.income_growth_9914; | |
d.major_avg_income_1999 = +d.major_avg_income_1999/1000; | |
d.major_avg_income_2014 = +d.major_avg_income_2014; | |
d.major_income_growth_9914 = +d.major_income_growth_9914; | |
d.opacity = +d.opacity; | |
}); | |
x.domain([10,70]); | |
y.domain([d3.min(data,function (d) { return 0.85*d.major_income_growth_9914}),4]); | |
svg.append("g") | |
.attr("class", "x axis") | |
.attr("transform", "translate(0," + height + ")") | |
.call(xAxis) | |
.append("text") | |
.attr("dy", "2.8em") | |
.attr("dx", width/1.6) | |
.style("text-anchor","end") | |
.attr("class", "xlabel") | |
.text("Average income, 1999, $'000'"); | |
svg.append("g") | |
.attr("class", "y axis") | |
.call(yAxis); | |
svg.append("text") | |
.attr("class", "left label") | |
.text("Average annual income growth, 1999-2014, %") | |
.attr("transform", "rotate(-90)") | |
.style("text-anchor", "middle") | |
.attr("x", -180) | |
.attr("y", -30); | |
svg.selectAll(".scatter") | |
.data(data) | |
.enter() | |
.append("circle") | |
.attr("class", function(d) { return 'code' + d.major_code; }) | |
.classed("scatter", true) | |
.style("opacity", function(d) { return d.opacity;}) | |
.attr("r", function(d) { return 15*(Math.pow((d.major_tot_emp_2014/1000000/3.14),0.5));}) | |
.attr("cx", function(d) { return x(d.major_avg_income_1999); }) | |
.attr("cy", function(d) { return y(d.major_income_growth_9914); }); | |
var line = d3.svg.line() | |
.x(function(d) { return x(d.major_avg_income_1999); }) | |
.y(function(d) { return y(d.major_pred_income_growth); }); | |
var trend = svg.append("path") | |
.datum(data) | |
.attr("class", "trendline") | |
.attr("d", line); | |
var inflation = svg.append("g") | |
.attr("id", "inflation") | |
.append("line") | |
.attr("x1", 0) | |
.attr("y1", y(2.37163)) | |
.attr("x2", width) | |
.attr("y2", y(2.37163)) | |
.style("stroke", "#454545") | |
.style("stroke-width", "2px") | |
.style("stroke-dasharray", "5,5"); | |
d3.select("#inflation") | |
.append("text") | |
.text("Inflation") | |
.attr("x", width-45) | |
.attr("y", y(2.4)) | |
.style("font-family", "Officina, Calibri, Arial") | |
.style("font-size", "13px") | |
.style("fill", "#454545"); | |
var legend = svg.append("g") | |
.attr("class", "legend") | |
.attr("transform", "translate(" + (width - 50) + "," + (height - 20) + ")") | |
.selectAll("g") | |
.data([5e6, 1e7, 2e7]) | |
.enter().append("g"); | |
legend.append("circle") | |
.attr("cy", function(d) { return -15*(Math.pow(((d)/1000000/3.14),0.5));}) | |
.attr("r", function(d) { return 15*(Math.pow(((d)/1000000/3.14),0.5));}); | |
legend.append("text") | |
.attr("y", function(d) { return -30*(Math.pow(((d)/1000000/3.14),0.5));}) | |
.attr("dy", "1.1em") | |
.text(d3.format(".1s")); | |
legend.append("text") | |
.attr("dy", "-85px") | |
.text("Total employment"); | |
d3.selectAll(".scatter") | |
.on("mouseover", function(d) { | |
d3.select(this) | |
.style("fill","#006E9B") | |
.style("opacity",1); | |
coordinates = d3.mouse(this); | |
mouseX = coordinates[0]; | |
tooltip | |
.html( | |
"<h2><strong>" + d.major_occupation + "</strong></h2>" + | |
"<p>Total employment in 2014: <strong>" + numberFormat(d.major_tot_emp_2014) + "</strong></p>" + | |
"<p>Avg income 1999: <strong>$" + numberFormat(1000*(d.major_avg_income_1999)) + "</strong></p>" + | |
"<p>Avg income 2014: <strong>$" + numberFormat(d.major_avg_income_2014) + "</strong></p>" + | |
"<p>Income growth, 1999-2014: <strong>" + numberFormatDetailed(d.major_income_growth_9914) + "% per year</strong></p>" | |
) | |
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.style("display", "block") | |
.style("opacity", 0.95); | |
if (mouseX > (0.6*width)) { | |
tooltip | |
.style("left", (d3.event.pageX - 200) + "px") | |
} | |
}) | |
.on("mouseout", function(d) { | |
tooltip | |
.transition() | |
.duration(250) | |
.style("opacity", 0) | |
.style("display", "none"); | |
d3.select(this) | |
.style("fill","#00a1ce") | |
.style("opacity", function(d) { return d.opacity;}); | |
d3.selectAll(".scatter") | |
.style("fill","#ddd"); | |
d3.selectAll("." + selectedVariable) | |
.style("fill","#00a1ce"); | |
}); | |
function updateChartMajor() { | |
x.domain([10,70]); | |
y.domain([d3.min(data,function (d) { return 0.85*d.major_income_growth_9914}),4]); | |
xAxis = d3.svg.axis() | |
.scale(x) | |
.orient("bottom"); | |
yAxis = d3.svg.axis() | |
.scale(y) | |
.orient("left") | |
.tickFormat(numberFormatDetailed) | |
.tickSize(-width) | |
.ticks(8); | |
d3.select(".x.axis") | |
.attr("transform", "translate(0," + height + ")") | |
.transition() | |
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d3.select(".y.axis") | |
.transition() | |
.duration(duration) | |
.call(yAxis); | |
d3.selectAll(".scatter") | |
.transition() | |
.duration(duration) | |
.ease("linear") | |
.style("opacity", function(d) { return d.opacity;}) | |
.attr("r", function(d) { return 15*(Math.pow((d.major_tot_emp_2014/1000000/3.14),0.5));}) | |
.attr("cx", function(d) { return x(d.major_avg_income_1999); }) | |
.attr("cy", function(d) { return y(d.major_income_growth_9914); }); | |
line = d3.svg.line() | |
.x(function(d) { return x(d.major_avg_income_1999); }) | |
.y(function(d) { return y(d.major_pred_income_growth); }); | |
trend | |
.attr("d", line); | |
d3.selectAll(".scatter") | |
.on("mouseover", function(d) { | |
d3.select(this) | |
.style("fill","#006E9B") | |
.style("opacity",1); | |
coordinates = d3.mouse(this); | |
mouseX = coordinates[0]; | |
tooltip | |
.html( | |
"<h2><strong>" + d.major_occupation + "</strong></h2>" + | |
"<p>Total employment in 2014: <strong>" + numberFormat(d.major_tot_emp_2014) + "</strong></p>" + | |
"<p>Avg income 1999: <strong>$" + numberFormat(1000*(d.major_avg_income_1999)) + "</strong></p>" + | |
"<p>Avg income 2014: <strong>$" + numberFormat(d.major_avg_income_2014) + "</strong></p>" + | |
"<p>Income growth, 1999-2014: <strong>" + numberFormatDetailed(d.major_income_growth_9914) + "% per year</strong></p>" | |
) | |
.style("left", (d3.event.pageX - 25) + "px") | |
.style("top", (d3.event.pageY - 140) + "px") | |
.transition() | |
.duration(250) | |
.style("display", "block") | |
.style("opacity", 0.95); | |
if (mouseX > (0.6*width)) { | |
tooltip | |
.style("left", (d3.event.pageX - 200) + "px") | |
} | |
}) | |
.on("mouseout", function(d) { | |
tooltip | |
.transition() | |
.duration(250) | |
.style("opacity", 0) | |
.style("display", "none"); | |
d3.select(this) | |
.style("fill","#00a1ce") | |
.style("opacity", function(d) { return d.opacity;}); | |
d3.selectAll(".scatter") | |
.style("fill","#ddd"); | |
d3.selectAll("." + selectedVariable) | |
.style("fill","#00a1ce"); | |
}); | |
d3.select(".legend") | |
.remove(); | |
legend = svg.append("g") | |
.attr("class", "legend") | |
.attr("transform", "translate(" + (width - 50) + "," + (height - 20) + ")") | |
.selectAll("g") | |
.data([5e6, 1e7, 2e7]) | |
.enter().append("g"); | |
legend.append("circle") | |
.attr("cy", function(d) { return -15*(Math.pow(((d)/1000000/3.14),0.5));}) | |
.attr("r", function(d) { return 15*(Math.pow(((d)/1000000/3.14),0.5));}); | |
legend.append("text") | |
.attr("y", function(d) { return -30*(Math.pow(((d)/1000000/3.14),0.5));}) | |
.attr("dy", "1.1em") | |
.text(d3.format(".1s")); | |
legend.append("text") | |
.attr("dy", "-85px") | |
.text("Total employment"); | |
} | |
function updateChartDetailed() { | |
x.domain([10,110]); | |
y.domain([d3.min(data,function (d) { return 0.85*d.income_growth_9914}),d3.max(data,function (d) { return 1.12*d.income_growth_9914})]); | |
xAxis = d3.svg.axis() | |
.scale(x) | |
.orient("bottom"); | |
yAxis = d3.svg.axis() | |
.scale(y) | |
.orient("left") | |
.tickFormat(numberFormatDetailed) | |
.tickSize(-width); | |
d3.select(".x.axis") | |
.attr("transform", "translate(0," + height + ")") | |
.transition() | |
.duration(duration) | |
.call(xAxis); | |
d3.select(".y.axis") | |
.transition() | |
.duration(duration) | |
.call(yAxis); | |
d3.selectAll(".scatter") | |
.transition() | |
.duration(duration) | |
.ease("linear") | |
.style("opacity", 0.6) | |
.attr("r", function(d) { return 20*(Math.pow((d.tot_emp_2014/1000000/3.14),0.5));}) | |
.attr("cx", function(d) { return x(d.avg_income_1999); }) | |
.attr("cy", function(d) { return y(d.income_growth_9914); }); | |
line = d3.svg.line() | |
.x(function(d) { return x(d.avg_income_1999); }) | |
.y(function(d) { return y(d.pred_income_growth); }); | |
trend | |
.attr("d", line); | |
d3.selectAll(".scatter") | |
.on("mouseover", function(d) { | |
d3.select(this) | |
.style("fill","#006E9B") | |
.style("opacity",1); | |
coordinates = d3.mouse(this); | |
mouseX = coordinates[0]; | |
d3.select(".tooltip") | |
.html( | |
"<h2><strong>" + d.occupation + "</strong></h2>" + | |
"<p>Total employment in 2014: <strong>" + numberFormat(d.tot_emp_2014) + "</strong></p>" + | |
"<p>Avg income 1999: <strong>$" + numberFormat(1000*(d.avg_income_1999)) + "</strong></p>" + | |
"<p>Avg income 2014: <strong>$" + numberFormat(d.avg_income_2014) + "</strong></p>" + | |
"<p>Income growth, 1999-2014: <strong>" + numberFormatDetailed(d.income_growth_9914) + "% per year</strong></p>" | |
) | |
.style("left", (d3.event.pageX - 25) + "px") | |
.style("top", (d3.event.pageY - 140) + "px") | |
.transition() | |
.duration(250) | |
.style("display", "block") | |
.style("opacity", 0.95); | |
if (mouseX > (0.6*width)) { | |
tooltip | |
.style("left", (d3.event.pageX - 200) + "px") | |
} | |
}) | |
.on("mouseout", function(d) { | |
d3.select(".tooltip") | |
.transition() | |
.duration(250) | |
.style("opacity", 0) | |
.style("display", "none"); | |
d3.select(this) | |
.style("fill","#00a1ce") | |
.style("opacity",0.6); | |
d3.selectAll(".scatter") | |
.style("fill","#ddd"); | |
d3.selectAll("." + selectedVariable) | |
.style("fill","#00a1ce"); | |
}); | |
d3.select(".legend") | |
.remove(); | |
legend = svg.append("g") | |
.attr("class", "legend") | |
.attr("transform", "translate(" + (width - 50) + "," + (height - 20) + ")") | |
.selectAll("g") | |
.data([1e6, 5e6]) | |
.enter().append("g"); | |
legend.append("circle") | |
.attr("cy", function(d) { return -20*(Math.pow(((d)/1000000/3.14),0.5));}) | |
.attr("r", function(d) { return 20*(Math.pow(((d)/1000000/3.14),0.5));}); | |
legend.append("text") | |
.attr("y", function(d) { return -40*(Math.pow(((d)/1000000/3.14),0.5));}) | |
.attr("dy", "1.3em") | |
.text(d3.format(".1s")); | |
legend.append("text") | |
.attr("dy", "-60px") | |
.text("Total employment"); | |
} | |
}); | |
function highlight() { | |
selectedVariable = d3.select("#selectMenu").property("value"); | |
d3.selectAll(".scatter") | |
.transition() | |
.style("fill","#ddd"); | |
d3.selectAll("." + selectedVariable) | |
.transition() | |
.style("fill","#00a1ce"); | |
} |
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code | occupation | typical_education | tot_emp_1999 | tot_emp_2014 | avg_income_1999 | avg_income_2014 | emp_growth_9914 | income_growth_9914 | major_code | major_occupation | major_tot_emp_1999 | major_tot_emp_2014 | major_avg_income_1999 | major_avg_income_2014 | major_emp_growth_9914 | major_income_growth_9914 | count | opacity | cpi_u_rs | pred_income_growth | major_pred_income_growth | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
412031 | Retail salespersons | Less than high school | 3729040 | 4562160 | 19210 | 25760 | 1.35338 | 1.9752 | 410000 | Sales and Related Occupations | 12938130 | 14248470 | 27060 | 38660 | 0.64521 | 2.40683 | 13 | 0.061538 | 2.37163 | 2.25733 | 2.36679 | |
412011 | Cashiers | Less than high school | 3162090 | 3398330 | 15290 | 20640 | 0.4815 | 2.02035 | 410000 | Sales and Related Occupations | 12938130 | 14248470 | 27060 | 38660 | 0.64521 | 2.40683 | 13 | 0.061538 | 2.37163 | 2.1739 | 2.36679 | |
353021 | Combined food preparation and serving workers, including fast food | Less than high school | 1950970 | 3131390 | 13810 | 19110 | 3.20461 | 2.18907 | 350000 | Food Preparation and Serving Related Occupations | 9687970 | 12277720 | 15600 | 21980 | 1.59188 | 2.31207 | 15 | 0.053333 | 2.37163 | 2.1424 | 2.05938 | |
439061 | Office clerks, general | High school diploma or equivalent | 2561300 | 2889970 | 21450 | 30820 | 0.80812 | 2.44569 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.30501 | 2.31985 | |
434051 | Customer service representatives | High school diploma or equivalent | 1789620 | 2511130 | 25360 | 33890 | 2.28389 | 1.95178 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.38823 | 2.31985 | |
353031 | Waiters and waitresses | Less than high school | 2039950 | 2445230 | 13430 | 21640 | 1.21542 | 3.23146 | 350000 | Food Preparation and Serving Related Occupations | 9687970 | 12277720 | 15600 | 21980 | 1.59188 | 2.31207 | 15 | 0.053333 | 2.37163 | 2.13431 | 2.05938 | |
537062 | Laborers and freight, stock, and material movers, hand | Less than high school | 2035640 | 2400490 | 19750 | 27180 | 1.10515 | 2.15167 | 530000 | Transportation and Material Moving Occupations | 9538820 | 9249310 | 24630 | 34460 | -0.20526 | 2.26414 | 16 | 0.05 | 2.37163 | 2.26883 | 2.3016 | |
436014 | Secretaries and administrative assistants, except legal, medical, and executive | High school diploma or equivalent | 1582080 | 2207220 | 24130 | 34500 | 2.24478 | 2.41199 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.36205 | 2.31985 | |
372011 | Janitors and cleaners, except maids and housekeeping cleaners | Less than high school | 2090560 | 2137730 | 18220 | 25460 | 0.14886 | 2.25566 | 370000 | Building and Grounds Cleaning and Maintenance Occupations | 4274200 | 4371450 | 18910 | 26370 | 0.1501 | 2.24166 | 5 | 0.16 | 2.37163 | 2.23626 | 2.14817 | |
111021 | General and operations managers | Bachelor's degree | 2305610 | 2049870 | 65910 | 117200 | -0.78073 | 3.91185 | 110000 | Management Occupations | 8063410 | 6741640 | 64740 | 112490 | -1.18646 | 3.75191 | 17 | 0.047059 | 2.37163 | 3.25129 | 3.37755 | |
435081 | Stock clerks and order fillers | Less than high school | 1800840 | 1878860 | 19650 | 25380 | 0.28315 | 1.72053 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.2667 | 2.31985 | |
533032 | Heavy and tractor-trailer truck drivers | Postsecondary non-degree award | 1558400 | 1625290 | 31900 | 41930 | 0.28057 | 1.83935 | 530000 | Transportation and Material Moving Occupations | 9538820 | 9249310 | 24630 | 34460 | -0.20526 | 2.26414 | 16 | 0.05 | 2.37163 | 2.52743 | 2.3016 | |
433031 | Bookkeeping, accounting, and auditing clerks | High school diploma or equivalent | 1619870 | 1575060 | 25250 | 38070 | -0.18684 | 2.77515 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.38589 | 2.31985 | |
431011 | First-line supervisors of office and administrative support workers | High school diploma or equivalent | 1312630 | 1404070 | 36110 | 54400 | 0.44996 | 2.76962 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.61703 | 2.31985 | |
414012 | Sales representatives, wholesale and manufacturing, except technical and scientific products | High school diploma or equivalent | 1315900 | 1394640 | 43260 | 65800 | 0.38819 | 2.8354 | 410000 | Sales and Related Occupations | 12938130 | 14248470 | 27060 | 38660 | 0.64521 | 2.40683 | 13 | 0.061538 | 2.37163 | 2.76921 | 2.36679 | |
252021 | Elementary school teachers, except special education | Bachelor's degree | 1357340 | 1353020 | 39560 | 56830 | -0.02125 | 2.44437 | 250000 | Education, Training, and Library Occupations | 7344830 | 8435780 | 36040 | 52210 | 0.92751 | 2.50175 | 12 | 0.066667 | 2.37163 | 2.69046 | 2.60768 | |
399021 | Personal care aides | Less than high school | 300500 | 1257000 | 16060 | 21210 | 10.0101 | 1.87157 | 390000 | Personal Care and Service Occupations | 2556920 | 4154360 | 20300 | 24980 | 3.28862 | 1.39264 | 9 | 0.088889 | 2.37163 | 2.19029 | 2.18545 | |
411011 | First-line supervisors of retail sales workers | High school diploma or equivalent | 1237050 | 1199770 | 31430 | 42190 | -0.20379 | 1.98219 | 410000 | Sales and Related Occupations | 12938130 | 14248470 | 27060 | 38660 | 0.64521 | 2.40683 | 13 | 0.061538 | 2.37163 | 2.51742 | 2.36679 | |
259041 | Teacher assistants | Some college, no degree | 1115820 | 1192590 | 17400 | 26000 | 0.44457 | 2.71368 | 250000 | Education, Training, and Library Occupations | 7344830 | 8435780 | 36040 | 52210 | 0.92751 | 2.50175 | 12 | 0.066667 | 2.37163 | 2.21881 | 2.60768 | |
132011 | Accountants and auditors | Bachelor's degree | 843160 | 1187310 | 44320 | 73670 | 2.30816 | 3.44577 | 130000 | Business and Financial Operations Occupations | 4361980 | 6828940 | 46100 | 72410 | 3.03339 | 3.05597 | 11 | 0.072727 | 2.37163 | 2.79177 | 2.87754 | |
512092 | Team assemblers | High school diploma or equivalent | 1302820 | 1125160 | 22200 | 30740 | -0.97261 | 2.19353 | 510000 | Production Occupations | 12620920 | 8934050 | 25400 | 35490 | -2.27692 | 2.25506 | 19 | 0.042105 | 2.37163 | 2.32097 | 2.32226 | |
352014 | Cooks, restaurant | Less than high school | 656540 | 1104790 | 17730 | 23700 | 3.5304 | 1.95362 | 350000 | Food Preparation and Serving Related Occupations | 9687970 | 12277720 | 15600 | 21980 | 1.59188 | 2.31207 | 15 | 0.053333 | 2.37163 | 2.22583 | 2.05938 | |
339032 | Security guards | High school diploma or equivalent | 1088470 | 1077520 | 18610 | 28040 | -0.06738 | 2.77057 | 330000 | Protective Service Occupations | 2958730 | 3297180 | 29650 | 43980 | 0.72466 | 2.66334 | 6 | 0.133333 | 2.37163 | 2.24456 | 2.43627 | |
434171 | Receptionists and information clerks | High school diploma or equivalent | 987680 | 981150 | 19870 | 27830 | -0.04421 | 2.27144 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.27138 | 2.31985 | |
252031 | Secondary school teachers, except special and career/technical education | Bachelor's degree | 947010 | 960380 | 41430 | 59330 | 0.09351 | 2.42295 | 250000 | Education, Training, and Library Occupations | 7344830 | 8435780 | 36040 | 52210 | 0.92751 | 2.50175 | 12 | 0.066667 | 2.37163 | 2.73026 | 2.60768 | |
372012 | Maids and housekeeping cleaners | Less than high school | 913470 | 929540 | 15530 | 22500 | 0.11633 | 2.50241 | 370000 | Building and Grounds Cleaning and Maintenance Occupations | 4274200 | 4371450 | 18910 | 26370 | 0.1501 | 2.24166 | 5 | 0.16 | 2.37163 | 2.17901 | 2.14817 | |
373011 | Landscaping and groundskeeping workers | Less than high school | 739460 | 868770 | 19380 | 26720 | 1.08018 | 2.16423 | 370000 | Building and Grounds Cleaning and Maintenance Occupations | 4274200 | 4371450 | 18910 | 26370 | 0.1501 | 2.24166 | 5 | 0.16 | 2.37163 | 2.26095 | 2.14817 | |
351012 | First-line supervisors of food preparation and serving workers | High school diploma or equivalent | 545700 | 867340 | 23860 | 32420 | 3.13728 | 2.06484 | 350000 | Food Preparation and Serving Related Occupations | 9687970 | 12277720 | 15600 | 21980 | 1.59188 | 2.31207 | 15 | 0.053333 | 2.37163 | 2.3563 | 2.05938 | |
472061 | Construction laborers | Less than high school | 763450 | 852870 | 26510 | 35750 | 0.74113 | 2.01352 | 470000 | Construction and Extraction Occupations | 5938860 | 5290270 | 33650 | 46600 | -0.76802 | 2.19431 | 11 | 0.072727 | 2.37163 | 2.4127 | 2.54357 | |
352021 | Food preparation workers | Less than high school | 878650 | 850220 | 15740 | 21340 | -0.21904 | 2.04991 | 350000 | Food Preparation and Serving Related Occupations | 9687970 | 12277720 | 15600 | 21980 | 1.59188 | 2.31207 | 15 | 0.053333 | 2.37163 | 2.18348 | 2.05938 | |
311011 | Home health aides | Less than high school | 577530 | 799080 | 18810 | 22400 | 2.18827 | 1.17129 | 310000 | Healthcare Support Occupations | 2970780 | 3940500 | 19780 | 28820 | 1.90106 | 2.54107 | 3 | 0.266667 | 2.37163 | 2.24882 | 2.1715 | |
533033 | Light truck or delivery services drivers | High school diploma or equivalent | 1085050 | 797010 | 23530 | 33870 | -2.03575 | 2.45808 | 530000 | Transportation and Material Moving Occupations | 9538820 | 9249310 | 24630 | 34460 | -0.20526 | 2.26414 | 16 | 0.05 | 2.37163 | 2.34928 | 2.3016 | |
436011 | Executive secretaries and executive administrative assistants | High school diploma or equivalent | 1316290 | 713730 | 30870 | 53590 | -3.99832 | 3.74563 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.5055 | 2.31985 | |
292061 | Licensed practical and licensed vocational nurses | Postsecondary non-degree award | 688510 | 695610 | 29020 | 43420 | 0.06842 | 2.72264 | 290000 | Healthcare Practitioners and Technical Occupations | 6001950 | 7854380 | 45250 | 76010 | 1.80942 | 3.51822 | 14 | 0.057143 | 2.37163 | 2.46613 | 2.85473 | |
537064 | Packers and packagers, hand | Less than high school | 1114330 | 693170 | 16280 | 23040 | -3.11533 | 2.34231 | 530000 | Transportation and Material Moving Occupations | 9538820 | 9249310 | 24630 | 34460 | -0.20526 | 2.26414 | 16 | 0.05 | 2.37163 | 2.19497 | 2.3016 | |
435071 | Shipping, receiving, and traffic clerks | High school diploma or equivalent | 886230 | 661530 | 22080 | 31770 | -1.9306 | 2.45533 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.31842 | 2.31985 | |
333051 | Police and sheriff's patrol officers | High school diploma or equivalent | 581860 | 638810 | 38710 | 59560 | 0.62446 | 2.91423 | 330000 | Protective Service Occupations | 2958730 | 3297180 | 29650 | 43980 | 0.72466 | 2.66334 | 6 | 0.133333 | 2.37163 | 2.67237 | 2.43627 | |
493023 | Automotive service technicians and mechanics | High school diploma or equivalent | 587320 | 633390 | 30130 | 39980 | 0.50471 | 1.90361 | 490000 | Installation, Maintenance, and Repair Occupations | 5140210 | 5244670 | 32810 | 45220 | 0.13421 | 2.16174 | 14 | 0.057143 | 2.37163 | 2.48975 | 2.52103 | |
252022 | Middle school teachers, except special and career/technical education | Bachelor's degree | 570010 | 630620 | 39690 | 57620 | 0.67594 | 2.51627 | 250000 | Education, Training, and Library Occupations | 7344830 | 8435780 | 36040 | 52210 | 0.92751 | 2.50175 | 12 | 0.066667 | 2.37163 | 2.69323 | 2.60768 | |
472031 | Carpenters | High school diploma or equivalent | 771030 | 617060 | 34420 | 45590 | -1.4741 | 1.89133 | 470000 | Construction and Extraction Occupations | 5938860 | 5290270 | 33650 | 46600 | -0.76802 | 2.19431 | 11 | 0.072727 | 2.37163 | 2.58106 | 2.54357 | |
231011 | Lawyers | Doctoral or professional degree | 464250 | 603310 | 90360 | 133470 | 1.76206 | 2.63461 | 230000 | Legal Occupations | 858320 | 1052900 | 66780 | 101110 | 1.3715 | 2.80396 | 2 | 0.4 | 2.37163 | 3.77169 | 3.43228 | |
511011 | First-line supervisors of production and operating workers | Postsecondary non-degree award | 760050 | 592830 | 41250 | 59060 | -1.64287 | 2.42154 | 510000 | Production Occupations | 12620920 | 8934050 | 25400 | 35490 | -2.27692 | 2.25506 | 19 | 0.042105 | 2.37163 | 2.72643 | 2.32226 | |
131111 | Management analysts | Bachelor's degree | 300600 | 587450 | 58350 | 90860 | 4.568 | 2.99642 | 130000 | Business and Financial Operations Occupations | 4361980 | 6828940 | 46100 | 72410 | 3.03339 | 3.05597 | 11 | 0.072727 | 2.37163 | 3.09039 | 2.87754 | |
319092 | Medical assistants | Postsecondary non-degree award | 281480 | 584970 | 22650 | 31220 | 4.99753 | 2.16237 | 310000 | Healthcare Support Occupations | 2970780 | 3940500 | 19780 | 28820 | 1.90106 | 2.54107 | 3 | 0.266667 | 2.37163 | 2.33055 | 2.1715 | |
399011 | Childcare workers | High school diploma or equivalent | 377110 | 582970 | 15430 | 21710 | 2.94657 | 2.3025 | 390000 | Personal Care and Service Occupations | 2556920 | 4154360 | 20300 | 24980 | 3.28862 | 1.39264 | 9 | 0.088889 | 2.37163 | 2.17688 | 2.18545 | |
353011 | Bartenders | Less than high school | 358450 | 579700 | 14700 | 22620 | 3.25672 | 2.91492 | 350000 | Food Preparation and Serving Related Occupations | 9687970 | 12277720 | 15600 | 21980 | 1.59188 | 2.31207 | 15 | 0.053333 | 2.37163 | 2.16134 | 2.05938 | |
472111 | Electricians | High school diploma or equivalent | 611920 | 566930 | 42180 | 54520 | -0.50781 | 1.72553 | 470000 | Construction and Extraction Occupations | 5938860 | 5290270 | 33650 | 46600 | -0.76802 | 2.19431 | 11 | 0.072727 | 2.37163 | 2.74622 | 2.54357 | |
537051 | Industrial truck and tractor operators | Less than high school | 590710 | 521840 | 25650 | 33320 | -0.82302 | 1.75939 | 530000 | Transportation and Material Moving Occupations | 9538820 | 9249310 | 24630 | 34460 | -0.20526 | 2.26414 | 16 | 0.05 | 2.37163 | 2.3944 | 2.3016 | |
352011 | Cooks, fast food | Less than high school | 418400 | 519910 | 13610 | 19030 | 1.45865 | 2.2599 | 350000 | Food Preparation and Serving Related Occupations | 9687970 | 12277720 | 15600 | 21980 | 1.59188 | 2.31207 | 15 | 0.053333 | 2.37163 | 2.13814 | 2.05938 | |
113031 | Financial managers | Bachelor's degree | 646050 | 518030 | 69100 | 130230 | -1.46151 | 4.31551 | 110000 | Management Occupations | 8063410 | 6741640 | 64740 | 112490 | -1.18646 | 3.75191 | 17 | 0.047059 | 2.37163 | 3.31919 | 3.37755 | |
436013 | Medical secretaries | High school diploma or equivalent | 247950 | 516050 | 23940 | 33530 | 5.00787 | 2.27134 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.35801 | 2.31985 | |
433071 | Tellers | High school diploma or equivalent | 453140 | 514520 | 18330 | 26650 | 0.85048 | 2.52639 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.2386 | 2.31985 | |
359021 | Dishwashers | Less than high school | 538360 | 502280 | 14090 | 19540 | -0.4614 | 2.20392 | 350000 | Food Preparation and Serving Related Occupations | 9687970 | 12277720 | 15600 | 21980 | 1.59188 | 2.31207 | 15 | 0.053333 | 2.37163 | 2.14836 | 2.05938 | |
533022 | Bus drivers, school or special client | High school diploma or equivalent | 463860 | 499440 | 20460 | 29910 | 0.49391 | 2.56379 | 530000 | Transportation and Material Moving Occupations | 9538820 | 9249310 | 24630 | 34460 | -0.20526 | 2.26414 | 16 | 0.05 | 2.37163 | 2.28394 | 2.3016 | |
471011 | First-line supervisors of construction trades and extraction workers | High school diploma or equivalent | 476770 | 496370 | 45720 | 65150 | 0.26894 | 2.38914 | 470000 | Construction and Extraction Occupations | 5938860 | 5290270 | 33650 | 46600 | -0.76802 | 2.19431 | 11 | 0.072727 | 2.37163 | 2.82157 | 2.54357 | |
433021 | Billing and posting clerks | High school diploma or equivalent | 551410 | 490860 | 23880 | 35560 | -0.77247 | 2.69008 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.35673 | 2.31985 | |
519061 | Inspectors, testers, sorters, samplers, and weighers | High school diploma or equivalent | 577650 | 489750 | 27140 | 38400 | -1.09445 | 2.34063 | 510000 | Production Occupations | 12620920 | 8934050 | 25400 | 35490 | -2.27692 | 2.25506 | 19 | 0.042105 | 2.37163 | 2.42611 | 2.32226 | |
353022 | Counter attendants, cafeteria, food concession, and coffee shop | Less than high school | 407960 | 476470 | 14210 | 19820 | 1.04028 | 2.24309 | 350000 | Food Preparation and Serving Related Occupations | 9687970 | 12277720 | 15600 | 21980 | 1.59188 | 2.31207 | 15 | 0.053333 | 2.37163 | 2.15091 | 2.05938 | |
131071 | Human resources specialists | Bachelor's degree | 181710 | 456170 | 39400 | 62590 | 6.32854 | 3.1337 | 130000 | Business and Financial Operations Occupations | 4361980 | 6828940 | 46100 | 72410 | 3.03339 | 3.05597 | 11 | 0.072727 | 2.37163 | 2.68706 | 2.87754 | |
412021 | Counter and rental clerks | Less than high school | 392560 | 437610 | 16690 | 27560 | 0.72689 | 3.40023 | 410000 | Sales and Related Occupations | 12938130 | 14248470 | 27060 | 38660 | 0.64521 | 2.40683 | 13 | 0.061538 | 2.37163 | 2.2037 | 2.36679 | |
491011 | First-line supervisors of mechanics, installers, and repairers | High school diploma or equivalent | 386170 | 434810 | 45040 | 64670 | 0.79401 | 2.44096 | 490000 | Installation, Maintenance, and Repair Occupations | 5140210 | 5244670 | 32810 | 45220 | 0.13421 | 2.16174 | 14 | 0.057143 | 2.37163 | 2.8071 | 2.52103 | |
333012 | Correctional officers and jailers | High school diploma or equivalent | 381250 | 434420 | 31070 | 44910 | 0.87418 | 2.48653 | 330000 | Protective Service Occupations | 2958730 | 3297180 | 29650 | 43980 | 0.72466 | 2.66334 | 6 | 0.133333 | 2.37163 | 2.50976 | 2.43627 | |
519198 | Helpers--production workers | Less than high school | 584060 | 420520 | 18680 | 25600 | -2.16627 | 2.12315 | 510000 | Production Occupations | 12620920 | 8934050 | 25400 | 35490 | -2.27692 | 2.25506 | 19 | 0.042105 | 2.37163 | 2.24605 | 2.32226 | |
359011 | Dining room and cafeteria attendants and bartender helpers | Less than high school | 425600 | 410460 | 13940 | 20510 | -0.24119 | 2.60776 | 350000 | Food Preparation and Serving Related Occupations | 9687970 | 12277720 | 15600 | 21980 | 1.59188 | 2.31207 | 15 | 0.053333 | 2.37163 | 2.14517 | 2.05938 | |
533031 | Driver/sales workers | High school diploma or equivalent | 385210 | 405810 | 22520 | 27720 | 0.34791 | 1.39464 | 530000 | Transportation and Material Moving Occupations | 9538820 | 9249310 | 24630 | 34460 | -0.20526 | 2.26414 | 16 | 0.05 | 2.37163 | 2.32778 | 2.3016 | |
352012 | Cooks, institution and cafeteria | Less than high school | 438660 | 402800 | 17420 | 24970 | -0.56695 | 2.42942 | 350000 | Food Preparation and Serving Related Occupations | 9687970 | 12277720 | 15600 | 21980 | 1.59188 | 2.31207 | 15 | 0.053333 | 2.37163 | 2.21923 | 2.05938 | |
514041 | Machinists | High school diploma or equivalent | 419800 | 392700 | 30540 | 41540 | -0.44389 | 2.07197 | 510000 | Production Occupations | 12620920 | 8934050 | 25400 | 35490 | -2.27692 | 2.25506 | 19 | 0.042105 | 2.37163 | 2.49848 | 2.32226 | |
519111 | Packaging and filling machine operators and tenders | High school diploma or equivalent | 379760 | 381760 | 20790 | 28940 | 0.03502 | 2.22951 | 510000 | Production Occupations | 12620920 | 8934050 | 25400 | 35490 | -2.27692 | 2.25506 | 19 | 0.042105 | 2.37163 | 2.29096 | 2.32226 | |
413021 | Insurance sales agents | High school diploma or equivalent | 241730 | 374700 | 47690 | 63730 | 2.96514 | 1.95169 | 410000 | Sales and Related Occupations | 12938130 | 14248470 | 27060 | 38660 | 0.64521 | 2.40683 | 13 | 0.061538 | 2.37163 | 2.8635 | 2.36679 | |
359031 | Hosts and hostesses, restaurant, lounge, and coffee shop | Less than high school | 380850 | 372670 | 14840 | 19940 | -0.14464 | 1.98886 | 350000 | Food Preparation and Serving Related Occupations | 9687970 | 12277720 | 15600 | 21980 | 1.59188 | 2.31207 | 15 | 0.053333 | 2.37163 | 2.16432 | 2.05938 | |
472152 | Plumbers, pipefitters, and steamfitters | High school diploma or equivalent | 413170 | 372570 | 38750 | 54620 | -0.68719 | 2.31485 | 470000 | Construction and Extraction Occupations | 5938860 | 5290270 | 33650 | 46600 | -0.76802 | 2.19431 | 11 | 0.072727 | 2.37163 | 2.67322 | 2.54357 | |
514121 | Welders, cutters, solderers, and brazers | High school diploma or equivalent | 410040 | 369610 | 27870 | 40040 | -0.68965 | 2.44493 | 510000 | Production Occupations | 12620920 | 8934050 | 25400 | 35490 | -2.27692 | 2.25506 | 19 | 0.042105 | 2.37163 | 2.44165 | 2.32226 | |
292052 | Pharmacy technicians | High school diploma or equivalent | 196430 | 368760 | 20050 | 31090 | 4.28833 | 2.96756 | 290000 | Healthcare Practitioners and Technical Occupations | 6001950 | 7854380 | 45250 | 76010 | 1.80942 | 3.51822 | 14 | 0.057143 | 2.37163 | 2.27521 | 2.85473 | |
112022 | Sales managers | Bachelor's degree | 367640 | 358920 | 69560 | 126040 | -0.1599 | 4.04229 | 110000 | Management Occupations | 8063410 | 6741640 | 64740 | 112490 | -1.18646 | 3.75191 | 17 | 0.047059 | 2.37163 | 3.32898 | 3.37755 | |
211093 | Social and human service assistants | High school diploma or equivalent | 242530 | 354800 | 22760 | 31860 | 2.56863 | 2.26764 | 210000 | Community and Social Service Occupations | 1404540 | 1930750 | 31640 | 45310 | 2.14398 | 2.42292 | 7 | 0.114286 | 2.37163 | 2.33289 | 2.48965 | |
252011 | Preschool teachers, except special education | Associate's degree | 339310 | 352420 | 19610 | 32040 | 0.25305 | 3.32712 | 250000 | Education, Training, and Library Occupations | 7344830 | 8435780 | 36040 | 52210 | 0.92751 | 2.50175 | 12 | 0.066667 | 2.37163 | 2.26585 | 2.60768 | |
433011 | Bill and account collectors | High school diploma or equivalent | 383090 | 346960 | 24860 | 35540 | -0.65823 | 2.41127 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.37759 | 2.31985 | |
472073 | Operating engineers and other construction equipment operators | High school diploma or equivalent | 324350 | 344510 | 34760 | 48020 | 0.40281 | 2.17771 | 470000 | Construction and Extraction Occupations | 5938860 | 5290270 | 33650 | 46600 | -0.76802 | 2.19431 | 11 | 0.072727 | 2.37163 | 2.5883 | 2.54357 | |
395012 | Hairdressers, hairstylists, and cosmetologists | Postsecondary non-degree award | 314750 | 343140 | 20800 | 27940 | 0.57739 | 1.98686 | 390000 | Personal Care and Service Occupations | 2556920 | 4154360 | 20300 | 24980 | 3.28862 | 1.39264 | 9 | 0.088889 | 2.37163 | 2.29117 | 2.18545 | |
414011 | Sales representatives, wholesale and manufacturing, technical and scientific products | Bachelor's degree | 341930 | 335540 | 52140 | 86750 | -0.12569 | 3.45224 | 410000 | Sales and Related Occupations | 12938130 | 14248470 | 27060 | 38660 | 0.64521 | 2.40683 | 13 | 0.061538 | 2.37163 | 2.95821 | 2.36679 | |
113021 | Computer and information systems managers | Bachelor's degree | 280820 | 330360 | 74430 | 136280 | 1.08901 | 4.11475 | 110000 | Management Occupations | 8063410 | 6741640 | 64740 | 112490 | -1.18646 | 3.75191 | 17 | 0.047059 | 2.37163 | 3.43263 | 3.37755 | |
537061 | Cleaners of vehicles and equipment | Less than high school | 302380 | 321740 | 16650 | 23340 | 0.41459 | 2.27727 | 530000 | Transportation and Material Moving Occupations | 9538820 | 9249310 | 24630 | 34460 | -0.20526 | 2.26414 | 16 | 0.05 | 2.37163 | 2.20284 | 2.3016 | |
399032 | Recreation workers | Bachelor's degree | 245180 | 321110 | 18500 | 25830 | 1.81488 | 2.25005 | 390000 | Personal Care and Service Occupations | 2556920 | 4154360 | 20300 | 24980 | 3.28862 | 1.39264 | 9 | 0.088889 | 2.37163 | 2.24222 | 2.18545 | |
413031 | Securities, commodities, and financial services sales agents | Bachelor's degree | 249660 | 316340 | 71640 | 103260 | 1.59064 | 2.46726 | 410000 | Sales and Related Occupations | 12938130 | 14248470 | 27060 | 38660 | 0.64521 | 2.40683 | 13 | 0.061538 | 2.37163 | 3.37325 | 2.36679 | |
319091 | Dental assistants | Postsecondary non-degree award | 175160 | 314330 | 24130 | 36260 | 3.97527 | 2.75226 | 310000 | Healthcare Support Occupations | 2970780 | 3940500 | 19780 | 28820 | 1.90106 | 2.54107 | 3 | 0.266667 | 2.37163 | 2.36205 | 2.1715 | |
499041 | Industrial machinery mechanics | High school diploma or equivalent | 176070 | 313880 | 36210 | 50440 | 3.92943 | 2.23426 | 490000 | Installation, Maintenance, and Repair Occupations | 5140210 | 5244670 | 32810 | 45220 | 0.13421 | 2.16174 | 14 | 0.057143 | 2.37163 | 2.61916 | 2.52103 | |
119111 | Medical and health services managers | Bachelor's degree | 230640 | 310320 | 58090 | 103680 | 1.998 | 3.93765 | 110000 | Management Occupations | 8063410 | 6741640 | 64740 | 112490 | -1.18646 | 3.75191 | 17 | 0.047059 | 2.37163 | 3.08485 | 3.37755 | |
332011 | Firefighters | Postsecondary non-degree award | 252730 | 308790 | 34070 | 48750 | 1.34456 | 2.41734 | 330000 | Protective Service Occupations | 2958730 | 3297180 | 29650 | 43980 | 0.72466 | 2.66334 | 6 | 0.133333 | 2.37163 | 2.57361 | 2.43627 | |
435052 | Postal service mail carriers | High school diploma or equivalent | 352550 | 307490 | 36610 | 51790 | -0.90752 | 2.33945 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.62767 | 2.31985 | |
132072 | Loan officers | Bachelor's degree | 200180 | 300580 | 45210 | 73670 | 2.74703 | 3.30874 | 130000 | Business and Financial Operations Occupations | 4361980 | 6828940 | 46100 | 72410 | 3.03339 | 3.05597 | 11 | 0.072727 | 2.37163 | 2.81072 | 2.87754 | |
435061 | Production, planning, and expediting clerks | High school diploma or equivalent | 298770 | 297050 | 31700 | 47590 | -0.03848 | 2.74573 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.52317 | 2.31985 | |
291051 | Pharmacists | Doctoral or professional degree | 226300 | 290780 | 63030 | 118470 | 1.68542 | 4.29674 | 290000 | Healthcare Practitioners and Technical Occupations | 6001950 | 7854380 | 45250 | 76010 | 1.80942 | 3.51822 | 14 | 0.057143 | 2.37163 | 3.19 | 2.85473 | |
131023 | Purchasing agents, except wholesale, retail, and farm products | High school diploma or equivalent | 224110 | 288430 | 42510 | 64730 | 1.69633 | 2.8429 | 130000 | Business and Financial Operations Occupations | 4361980 | 6828940 | 46100 | 72410 | 3.03339 | 3.05597 | 11 | 0.072727 | 2.37163 | 2.75325 | 2.87754 | |
211021 | Child, family, and school social workers | Bachelor's degree | 262570 | 286520 | 31720 | 46180 | 0.58363 | 2.53561 | 210000 | Community and Social Service Occupations | 1404540 | 1930750 | 31640 | 45310 | 2.14398 | 2.42292 | 7 | 0.114286 | 2.37163 | 2.52359 | 2.48965 | |
393091 | Amusement and recreation attendants | Less than high school | 190600 | 274230 | 14920 | 20590 | 2.45492 | 2.17057 | 390000 | Personal Care and Service Occupations | 2556920 | 4154360 | 20300 | 24980 | 3.28862 | 1.39264 | 9 | 0.088889 | 2.37163 | 2.16602 | 2.18545 | |
232011 | Paralegals and legal assistants | Associate's degree | 175870 | 272580 | 36550 | 51840 | 2.96433 | 2.35723 | 230000 | Legal Occupations | 858320 | 1052900 | 66780 | 101110 | 1.3715 | 2.80396 | 2 | 0.4 | 2.37163 | 2.6264 | 3.43228 | |
172141 | Mechanical engineers | Bachelor's degree | 202910 | 270700 | 57010 | 87140 | 1.94024 | 2.86898 | 170000 | Architecture and Engineering Occupations | 2506380 | 2418020 | 51600 | 81520 | -0.23898 | 3.0958 | 6 | 0.133333 | 2.37163 | 3.06187 | 3.02507 | |
452092 | Farmworkers and laborers, crop, nursery, and greenhouse | Less than high school | 215080 | 269650 | 14150 | 20820 | 1.51885 | 2.60809 | 450000 | Farming, Fishing, and Forestry Occupations | 463360 | 447130 | 18000 | 25160 | -0.23742 | 2.25767 | 1 | 0.8 | 2.37163 | 2.14964 | 2.12376 | |
113011 | Administrative services managers | Bachelor's degree | 363530 | 268730 | 48580 | 92250 | -1.99421 | 4.36798 | 110000 | Management Occupations | 8063410 | 6741640 | 64740 | 112490 | -1.18646 | 3.75191 | 17 | 0.047059 | 2.37163 | 2.88244 | 3.37755 | |
131031 | Claims adjusters, examiners, and investigators | High school diploma or equivalent | 154770 | 266280 | 41960 | 63500 | 3.68361 | 2.80066 | 130000 | Business and Financial Operations Occupations | 4361980 | 6828940 | 46100 | 72410 | 3.03339 | 3.05597 | 11 | 0.072727 | 2.37163 | 2.74154 | 2.87754 | |
172051 | Civil engineers | Bachelor's degree | 209100 | 263460 | 55660 | 87130 | 1.55252 | 3.03267 | 170000 | Architecture and Engineering Occupations | 2506380 | 2418020 | 51600 | 81520 | -0.23898 | 3.0958 | 6 | 0.133333 | 2.37163 | 3.03313 | 3.02507 | |
132051 | Financial analysts | Bachelor's degree | 142820 | 262610 | 56340 | 92250 | 4.14413 | 3.34195 | 130000 | Business and Financial Operations Occupations | 4361980 | 6828940 | 46100 | 72410 | 3.03339 | 3.05597 | 11 | 0.072727 | 2.37163 | 3.04761 | 2.87754 | |
499021 | Heating, air conditioning, and refrigeration mechanics and installers | Postsecondary non-degree award | 187850 | 261390 | 32040 | 46880 | 2.2269 | 2.56984 | 490000 | Installation, Maintenance, and Repair Occupations | 5140210 | 5244670 | 32810 | 45220 | 0.13421 | 2.16174 | 14 | 0.057143 | 2.37163 | 2.53041 | 2.52103 | |
439041 | Insurance claims and policy processing clerks | High school diploma or equivalent | 268650 | 252670 | 32000 | 38740 | -0.408 | 1.2824 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.52955 | 2.31985 | |
353041 | Food servers, nonrestaurant | Less than high school | 192850 | 250840 | 16170 | 22510 | 1.76813 | 2.22984 | 350000 | Food Preparation and Serving Related Occupations | 9687970 | 12277720 | 15600 | 21980 | 1.59188 | 2.31207 | 15 | 0.053333 | 2.37163 | 2.19263 | 2.05938 | |
411012 | First-line supervisors of non-retail sales workers | High school diploma or equivalent | 302870 | 248770 | 53380 | 84010 | -1.30327 | 3.0695 | 410000 | Sales and Related Occupations | 12938130 | 14248470 | 27060 | 38660 | 0.64521 | 2.40683 | 13 | 0.061538 | 2.37163 | 2.98461 | 2.36679 | |
131041 | Compliance officers | Bachelor's degree | 123280 | 246970 | 41960 | 68000 | 4.74101 | 3.27096 | 130000 | Business and Financial Operations Occupations | 4361980 | 6828940 | 46100 | 72410 | 3.03339 | 3.05597 | 11 | 0.072727 | 2.37163 | 2.74154 | 2.87754 | |
211012 | Educational, guidance, school, and vocational counselors | Master's degree | 190930 | 246280 | 41490 | 56040 | 1.71156 | 2.02431 | 210000 | Community and Social Service Occupations | 1404540 | 1930750 | 31640 | 45310 | 2.14398 | 2.42292 | 7 | 0.114286 | 2.37163 | 2.73154 | 2.48965 | |
111011 | Chief executives | Bachelor's degree | 597060 | 246240 | 101240 | 180700 | -5.73379 | 3.93785 | 110000 | Management Occupations | 8063410 | 6741640 | 64740 | 112490 | -1.18646 | 3.75191 | 17 | 0.047059 | 2.37163 | 4.00326 | 3.37755 | |
493031 | Bus and truck mechanics and diesel engine specialists | High school diploma or equivalent | 273320 | 243080 | 31800 | 45160 | -0.77864 | 2.36586 | 490000 | Installation, Maintenance, and Repair Occupations | 5140210 | 5244670 | 32810 | 45220 | 0.13421 | 2.16174 | 14 | 0.057143 | 2.37163 | 2.5253 | 2.52103 | |
434081 | Hotel, motel, and resort desk clerks | High school diploma or equivalent | 152040 | 241140 | 16200 | 22180 | 3.12266 | 2.11662 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.19327 | 2.31985 | |
399031 | Fitness trainers and aerobics instructors | High school diploma or equivalent | 127310 | 241000 | 27300 | 39410 | 4.34628 | 2.47775 | 390000 | Personal Care and Service Occupations | 2556920 | 4154360 | 20300 | 24980 | 3.28862 | 1.39264 | 9 | 0.088889 | 2.37163 | 2.42952 | 2.18545 | |
172112 | Industrial engineers | Bachelor's degree | 155910 | 236990 | 57450 | 85110 | 2.83092 | 2.65483 | 170000 | Architecture and Engineering Occupations | 2506380 | 2418020 | 51600 | 81520 | -0.23898 | 3.0958 | 6 | 0.133333 | 2.37163 | 3.07123 | 3.02507 | |
292041 | Emergency medical technicians and paramedics | Postsecondary non-degree award | 172360 | 235760 | 23280 | 35110 | 2.11015 | 2.77714 | 290000 | Healthcare Practitioners and Technical Occupations | 6001950 | 7854380 | 45250 | 76010 | 1.80942 | 3.51822 | 14 | 0.057143 | 2.37163 | 2.34396 | 2.85473 | |
419041 | Telemarketers | Less than high school | 485650 | 234520 | 21100 | 25800 | -4.73711 | 1.3497 | 410000 | Sales and Related Occupations | 12938130 | 14248470 | 27060 | 38660 | 0.64521 | 2.40683 | 13 | 0.061538 | 2.37163 | 2.29756 | 2.36679 | |
119032 | Education administrators, elementary and secondary school | Master's degree | 186220 | 231800 | 65480 | 91780 | 1.47035 | 2.27652 | 110000 | Management Occupations | 8063410 | 6741640 | 64740 | 112490 | -1.18646 | 3.75191 | 17 | 0.047059 | 2.37163 | 3.24214 | 3.37755 | |
412022 | Parts salespersons | Less than high school | 265380 | 231240 | 25410 | 32450 | -0.91384 | 1.64375 | 410000 | Sales and Related Occupations | 12938130 | 14248470 | 27060 | 38660 | 0.64521 | 2.40683 | 13 | 0.061538 | 2.37163 | 2.38929 | 2.36679 | |
119021 | Construction managers | Bachelor's degree | 240490 | 227710 | 60160 | 94590 | -0.36338 | 3.06293 | 110000 | Management Occupations | 8063410 | 6741640 | 64740 | 112490 | -1.18646 | 3.75191 | 17 | 0.047059 | 2.37163 | 3.12891 | 3.37755 | |
492022 | Telecommunications equipment installers and repairers, except line installers | Postsecondary non-degree award | 172700 | 213620 | 41130 | 54630 | 1.42771 | 1.91032 | 490000 | Installation, Maintenance, and Repair Occupations | 5140210 | 5244670 | 32810 | 45220 | 0.13421 | 2.16174 | 14 | 0.057143 | 2.37163 | 2.72388 | 2.52103 | |
436012 | Legal secretaries | High school diploma or equivalent | 272090 | 212910 | 32200 | 45670 | -1.62179 | 2.35719 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.53381 | 2.31985 | |
434131 | Loan interviewers and clerks | High school diploma or equivalent | 145400 | 212440 | 26600 | 38120 | 2.56003 | 2.42786 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.41462 | 2.31985 | |
272022 | Coaches and scouts | Bachelor's degree | 65820 | 211760 | 32010 | 39150 | 8.10167 | 1.3514 | 270000 | Arts, Design, Entertainment, Sports, and Media Occupations | 1551600 | 1793700 | 37650 | 55790 | 0.97131 | 2.65641 | 3 | 0.266667 | 2.37163 | 2.52977 | 2.65087 | |
131051 | Cost estimators | Bachelor's degree | 201500 | 209130 | 46000 | 64340 | 0.24809 | 2.26214 | 130000 | Business and Financial Operations Occupations | 4361980 | 6828940 | 46100 | 72410 | 3.03339 | 3.05597 | 11 | 0.072727 | 2.37163 | 2.82753 | 2.87754 | |
273031 | Public relations specialists | Bachelor's degree | 118280 | 208030 | 40780 | 64050 | 3.83593 | 3.05557 | 270000 | Arts, Design, Entertainment, Sports, and Media Occupations | 1551600 | 1793700 | 37650 | 55790 | 0.97131 | 2.65641 | 3 | 0.266667 | 2.37163 | 2.71643 | 2.65087 | |
512022 | Electrical and electronic equipment assemblers | High school diploma or equivalent | 387430 | 207330 | 21840 | 32070 | -4.08248 | 2.59427 | 510000 | Production Occupations | 12620920 | 8934050 | 25400 | 35490 | -2.27692 | 2.25506 | 19 | 0.042105 | 2.37163 | 2.31331 | 2.32226 | |
439021 | Data entry keyers | High school diploma or equivalent | 520220 | 205950 | 21070 | 30130 | -5.99052 | 2.41313 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.29692 | 2.31985 | |
472141 | Painters, construction and maintenance | Less than high school | 260880 | 204600 | 29280 | 39780 | -1.60697 | 2.06408 | 470000 | Construction and Extraction Occupations | 5938860 | 5290270 | 33650 | 46600 | -0.76802 | 2.19431 | 11 | 0.072727 | 2.37163 | 2.47166 | 2.54357 | |
253021 | Self-enrichment education teachers | High school diploma or equivalent | 125650 | 202360 | 29900 | 41020 | 3.22799 | 2.13038 | 250000 | Education, Training, and Library Occupations | 7344830 | 8435780 | 36040 | 52210 | 0.92751 | 2.50175 | 12 | 0.066667 | 2.37163 | 2.48486 | 2.60768 | |
291123 | Physical therapists | Doctoral or professional degree | 131050 | 200670 | 58350 | 83940 | 2.88128 | 2.45391 | 290000 | Healthcare Practitioners and Technical Occupations | 6001950 | 7854380 | 45250 | 76010 | 1.80942 | 3.51822 | 14 | 0.057143 | 2.37163 | 3.09039 | 2.85473 | |
516011 | Laundry and dry-cleaning workers | Less than high school | 217350 | 199330 | 15760 | 22170 | -0.57532 | 2.30118 | 510000 | Production Occupations | 12620920 | 8934050 | 25400 | 35490 | -2.27692 | 2.25506 | 19 | 0.042105 | 2.37163 | 2.1839 | 2.32226 | |
119051 | Food service managers | High school diploma or equivalent | 287940 | 198610 | 33360 | 53500 | -2.44566 | 3.19893 | 110000 | Management Occupations | 8063410 | 6741640 | 64740 | 112490 | -1.18646 | 3.75191 | 17 | 0.047059 | 2.37163 | 2.5585 | 3.37755 | |
271024 | Graphic designers | Bachelor's degree | 119820 | 197540 | 36210 | 50670 | 3.38917 | 2.26527 | 270000 | Arts, Design, Entertainment, Sports, and Media Occupations | 1551600 | 1793700 | 37650 | 55790 | 0.97131 | 2.65641 | 3 | 0.266667 | 2.37163 | 2.61916 | 2.65087 | |
531031 | First-line supervisors of transportation and material-moving machine and vehicle operators | High school diploma or equivalent | 175260 | 197000 | 41650 | 57530 | 0.7826 | 2.17672 | 530000 | Transportation and Material Moving Occupations | 9538820 | 9249310 | 24630 | 34460 | -0.20526 | 2.26414 | 16 | 0.05 | 2.37163 | 2.73494 | 2.3016 | |
292021 | Dental hygienists | Associate's degree | 90050 | 196520 | 48150 | 71970 | 5.34038 | 2.71574 | 290000 | Healthcare Practitioners and Technical Occupations | 6001950 | 7854380 | 45250 | 76010 | 1.80942 | 3.51822 | 14 | 0.057143 | 2.37163 | 2.87329 | 2.85473 | |
132052 | Personal financial advisors | Bachelor's degree | 79970 | 196490 | 64680 | 108090 | 6.17629 | 3.48269 | 130000 | Business and Financial Operations Occupations | 4361980 | 6828940 | 46100 | 72410 | 3.03339 | 3.05597 | 11 | 0.072727 | 2.37163 | 3.22511 | 2.87754 | |
292034 | Radiologic technologists | Associate's degree | 177850 | 193400 | 35510 | 57510 | 0.56036 | 3.26651 | 290000 | Healthcare Practitioners and Technical Occupations | 6001950 | 7854380 | 45250 | 76010 | 1.80942 | 3.51822 | 14 | 0.057143 | 2.37163 | 2.60426 | 2.85473 | |
434111 | Interviewers, except eligibility and loan | High school diploma or equivalent | 164310 | 190710 | 21320 | 32230 | 0.99828 | 2.79332 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.30224 | 2.31985 | |
434151 | Order clerks | High school diploma or equivalent | 376430 | 190390 | 23950 | 33110 | -4.44267 | 2.18259 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.35822 | 2.31985 | |
435032 | Dispatchers, except police, fire, and ambulance | High school diploma or equivalent | 171560 | 190330 | 29420 | 39710 | 0.69458 | 2.01965 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.47464 | 2.31985 | |
514031 | Cutting, punching, and press machine setters, operators, and tenders, metal and plastic | High school diploma or equivalent | 353300 | 190250 | 23640 | 32430 | -4.04254 | 2.12999 | 510000 | Production Occupations | 12620920 | 8934050 | 25400 | 35490 | -2.27692 | 2.25506 | 19 | 0.042105 | 2.37163 | 2.35162 | 2.32226 | |
292071 | Medical records and health information technicians | Postsecondary non-degree award | 142720 | 184740 | 23150 | 38860 | 1.73532 | 3.51345 | 290000 | Healthcare Practitioners and Technical Occupations | 6001950 | 7854380 | 45250 | 76010 | 1.80942 | 3.51822 | 14 | 0.057143 | 2.37163 | 2.34119 | 2.85473 | |
112021 | Marketing managers | Bachelor's degree | 202710 | 184490 | 71010 | 137400 | -0.62591 | 4.49876 | 110000 | Management Occupations | 8063410 | 6741640 | 64740 | 112490 | -1.18646 | 3.75191 | 17 | 0.047059 | 2.37163 | 3.35984 | 3.37755 | |
352015 | Cooks, short order | Less than high school | 163160 | 180800 | 15560 | 21430 | 0.68675 | 2.15685 | 350000 | Food Preparation and Serving Related Occupations | 9687970 | 12277720 | 15600 | 21980 | 1.59188 | 2.31207 | 15 | 0.053333 | 2.37163 | 2.17965 | 2.05938 | |
119041 | Architectural and engineering managers | Bachelor's degree | 248210 | 179320 | 81560 | 138720 | -2.14404 | 3.60422 | 110000 | Management Occupations | 8063410 | 6741640 | 64740 | 112490 | -1.18646 | 3.75191 | 17 | 0.047059 | 2.37163 | 3.58439 | 3.37755 | |
533041 | Taxi drivers and chauffeurs | Less than high school | 119630 | 178260 | 18200 | 25690 | 2.6946 | 2.32447 | 530000 | Transportation and Material Moving Occupations | 9538820 | 9249310 | 24630 | 34460 | -0.20526 | 2.26414 | 16 | 0.05 | 2.37163 | 2.23584 | 2.3016 | |
172071 | Electrical engineers | Bachelor's degree | 149210 | 174550 | 61520 | 95780 | 1.0512 | 2.99526 | 170000 | Architecture and Engineering Occupations | 2506380 | 2418020 | 51600 | 81520 | -0.23898 | 3.0958 | 6 | 0.133333 | 2.37163 | 3.15786 | 3.02507 | |
513011 | Bakers | Less than high school | 176080 | 173730 | 19990 | 25550 | -0.08953 | 1.64949 | 510000 | Production Occupations | 12620920 | 8934050 | 25400 | 35490 | -2.27692 | 2.25506 | 19 | 0.042105 | 2.37163 | 2.27393 | 2.32226 | |
531021 | First-line supervisors of helpers, laborers, and material movers, hand | High school diploma or equivalent | 138210 | 171720 | 35080 | 48980 | 1.4578 | 2.25015 | 530000 | Transportation and Material Moving Occupations | 9538820 | 9249310 | 24630 | 34460 | -0.20526 | 2.26414 | 16 | 0.05 | 2.37163 | 2.59511 | 2.3016 | |
119141 | Property, real estate, and community association managers | High school diploma or equivalent | 143040 | 171140 | 40940 | 65880 | 1.20289 | 3.22234 | 110000 | Management Occupations | 8063410 | 6741640 | 64740 | 112490 | -1.18646 | 3.75191 | 17 | 0.047059 | 2.37163 | 2.71983 | 3.37755 | |
371011 | First-line supervisors of housekeeping and janitorial workers | High school diploma or equivalent | 202460 | 168960 | 24270 | 39110 | -1.19863 | 3.23205 | 370000 | Building and Grounds Cleaning and Maintenance Occupations | 4274200 | 4371450 | 18910 | 26370 | 0.1501 | 2.24166 | 5 | 0.16 | 2.37163 | 2.36503 | 2.14817 | |
251071 | Health specialties teachers, postsecondary | Doctoral or professional degree | 72130 | 168090 | 66470 | 112950 | 5.80229 | 3.59784 | 250000 | Education, Training, and Library Occupations | 7344830 | 8435780 | 36040 | 52210 | 0.92751 | 2.50175 | 12 | 0.066667 | 2.37163 | 3.26321 | 2.60768 | |
113051 | Industrial production managers | Bachelor's degree | 213510 | 167200 | 61480 | 101640 | -1.61674 | 3.4083 | 110000 | Management Occupations | 8063410 | 6741640 | 64740 | 112490 | -1.18646 | 3.75191 | 17 | 0.047059 | 2.37163 | 3.15701 | 3.37755 | |
433051 | Payroll and timekeeping clerks | High school diploma or equivalent | 196660 | 166400 | 26800 | 40910 | -1.1077 | 2.85995 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.41888 | 2.31985 | |
391021 | First-line supervisors of personal service workers | High school diploma or equivalent | 84610 | 161990 | 29150 | 38240 | 4.42499 | 1.82599 | 390000 | Personal Care and Service Occupations | 2556920 | 4154360 | 20300 | 24980 | 3.28862 | 1.39264 | 9 | 0.088889 | 2.37163 | 2.46889 | 2.18545 | |
392021 | Nonfarm animal caretakers | Less than high school | 84760 | 161820 | 17160 | 22970 | 4.40535 | 1.96307 | 390000 | Personal Care and Service Occupations | 2556920 | 4154360 | 20300 | 24980 | 3.28862 | 1.39264 | 9 | 0.088889 | 2.37163 | 2.2137 | 2.18545 | |
292011 | Medical and clinical laboratory technologists | Bachelor's degree | 145750 | 161710 | 39310 | 60560 | 0.69515 | 2.92294 | 290000 | Healthcare Practitioners and Technical Occupations | 6001950 | 7854380 | 45250 | 76010 | 1.80942 | 3.51822 | 14 | 0.057143 | 2.37163 | 2.68514 | 2.85473 | |
292012 | Medical and clinical laboratory technicians | Associate's degree | 142090 | 160460 | 28430 | 40750 | 0.81385 | 2.42911 | 290000 | Healthcare Practitioners and Technical Occupations | 6001950 | 7854380 | 45250 | 76010 | 1.80942 | 3.51822 | 14 | 0.057143 | 2.37163 | 2.45357 | 2.85473 | |
252012 | Kindergarten teachers, except special education | Bachelor's degree | 158250 | 158240 | 36770 | 53480 | -0.000421 | 2.52895 | 250000 | Education, Training, and Library Occupations | 7344830 | 8435780 | 36040 | 52210 | 0.92751 | 2.50175 | 12 | 0.066667 | 2.37163 | 2.63108 | 2.60768 | |
533021 | Bus drivers, transit and intercity | High school diploma or equivalent | 160210 | 158050 | 26450 | 39410 | -0.09045 | 2.69407 | 530000 | Transportation and Material Moving Occupations | 9538820 | 9249310 | 24630 | 34460 | -0.20526 | 2.26414 | 16 | 0.05 | 2.37163 | 2.41143 | 2.3016 | |
419022 | Real estate sales agents | High school diploma or equivalent | 107680 | 157660 | 36990 | 55530 | 2.57443 | 2.74552 | 410000 | Sales and Related Occupations | 12938130 | 14248470 | 27060 | 38660 | 0.64521 | 2.40683 | 13 | 0.061538 | 2.37163 | 2.63576 | 2.36679 | |
413011 | Advertising sales agents | High school diploma or equivalent | 142830 | 154220 | 41400 | 60910 | 0.51281 | 2.60753 | 410000 | Sales and Related Occupations | 12938130 | 14248470 | 27060 | 38660 | 0.64521 | 2.40683 | 13 | 0.061538 | 2.37163 | 2.72962 | 2.36679 | |
472051 | Cement masons and concrete finishers | Less than high school | 151760 | 152570 | 31210 | 40970 | 0.03549 | 1.83056 | 470000 | Construction and Extraction Occupations | 5938860 | 5290270 | 33650 | 46600 | -0.76802 | 2.19431 | 11 | 0.072727 | 2.37163 | 2.51274 | 2.54357 | |
513022 | Meat, poultry, and fish cutters and trimmers | Less than high school | 159890 | 150310 | 17370 | 24190 | -0.41106 | 2.23252 | 510000 | Production Occupations | 12620920 | 8934050 | 25400 | 35490 | -2.27692 | 2.25506 | 19 | 0.042105 | 2.37163 | 2.21817 | 2.32226 | |
434071 | File clerks | High school diploma or equivalent | 266890 | 148280 | 18590 | 29510 | -3.84246 | 3.12865 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.24414 | 2.31985 | |
514011 | Computer-controlled machine tool operators, metal and plastic | High school diploma or equivalent | 168170 | 148040 | 28420 | 37920 | -0.84635 | 1.94117 | 510000 | Production Occupations | 12620920 | 8934050 | 25400 | 35490 | -2.27692 | 2.25506 | 19 | 0.042105 | 2.37163 | 2.45336 | 2.32226 | |
211022 | Healthcare social workers | Master's degree | 101680 | 145920 | 35400 | 53590 | 2.43742 | 2.8029 | 210000 | Community and Social Service Occupations | 1404540 | 1930750 | 31640 | 45310 | 2.14398 | 2.42292 | 7 | 0.114286 | 2.37163 | 2.60192 | 2.48965 | |
516031 | Sewing machine operators | Less than high school | 403770 | 142070 | 16750 | 23990 | -6.72658 | 2.42383 | 510000 | Production Occupations | 12620920 | 8934050 | 25400 | 35490 | -2.27692 | 2.25506 | 19 | 0.042105 | 2.37163 | 2.20497 | 2.32226 | |
474051 | Highway maintenance workers | High school diploma or equivalent | 139540 | 140650 | 26730 | 37910 | 0.05284 | 2.35687 | 470000 | Construction and Extraction Occupations | 5938860 | 5290270 | 33650 | 46600 | -0.76802 | 2.19431 | 11 | 0.072727 | 2.37163 | 2.41739 | 2.54357 | |
434181 | Reservation and transportation ticket agents and travel clerks | High school diploma or equivalent | 222340 | 138260 | 25930 | 34790 | -3.11752 | 1.97885 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.40036 | 2.31985 | |
493021 | Automotive body and related repairers | High school diploma or equivalent | 179960 | 137140 | 33720 | 43870 | -1.79524 | 1.76974 | 490000 | Installation, Maintenance, and Repair Occupations | 5140210 | 5244670 | 32810 | 45220 | 0.13421 | 2.16174 | 14 | 0.057143 | 2.37163 | 2.56616 | 2.52103 | |
513021 | Butchers and meat cutters | Less than high school | 138870 | 137050 | 24890 | 30380 | -0.08791 | 1.33766 | 510000 | Production Occupations | 12620920 | 8934050 | 25400 | 35490 | -2.27692 | 2.25506 | 19 | 0.042105 | 2.37163 | 2.37822 | 2.32226 | |
173023 | Electrical and electronics engineering technicians | Associate's degree | 242160 | 137040 | 39390 | 60330 | -3.72438 | 2.88289 | 170000 | Architecture and Engineering Occupations | 2506380 | 2418020 | 51600 | 81520 | -0.23898 | 3.0958 | 6 | 0.133333 | 2.37163 | 2.68684 | 3.02507 | |
536021 | Parking lot attendants | Less than high school | 109340 | 136440 | 15350 | 21610 | 1.4871 | 2.30647 | 530000 | Transportation and Material Moving Occupations | 9538820 | 9249310 | 24630 | 34460 | -0.20526 | 2.26414 | 16 | 0.05 | 2.37163 | 2.17518 | 2.3016 | |
434161 | Human resources assistants, except payroll and timekeeping | High school diploma or equivalent | 174110 | 135270 | 27140 | 38980 | -1.66868 | 2.44296 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.42611 | 2.31985 | |
172072 | Electronics engineers, except computer | Bachelor's degree | 106830 | 133990 | 63410 | 99660 | 1.52164 | 3.06017 | 170000 | Architecture and Engineering Occupations | 2506380 | 2418020 | 51600 | 81520 | -0.23898 | 3.0958 | 6 | 0.133333 | 2.37163 | 3.19808 | 3.02507 | |
259031 | Instructional coordinators | Master's degree | 76870 | 133780 | 43800 | 64040 | 3.76294 | 2.56483 | 250000 | Education, Training, and Library Occupations | 7344830 | 8435780 | 36040 | 52210 | 0.92751 | 2.50175 | 12 | 0.066667 | 2.37163 | 2.7807 | 2.60768 | |
254021 | Librarians | Master's degree | 137760 | 133150 | 41270 | 58110 | -0.22665 | 2.30757 | 250000 | Education, Training, and Library Occupations | 7344830 | 8435780 | 36040 | 52210 | 0.92751 | 2.50175 | 12 | 0.066667 | 2.37163 | 2.72686 | 2.60768 | |
472211 | Sheet metal workers | High school diploma or equivalent | 231690 | 132530 | 33110 | 48700 | -3.65546 | 2.60566 | 470000 | Construction and Extraction Occupations | 5938860 | 5290270 | 33650 | 46600 | -0.76802 | 2.19431 | 11 | 0.072727 | 2.37163 | 2.55318 | 2.54357 | |
119033 | Education administrators, postsecondary | Master's degree | 95690 | 131070 | 60170 | 101910 | 2.1196 | 3.5752 | 110000 | Management Occupations | 8063410 | 6741640 | 64740 | 112490 | -1.18646 | 3.75191 | 17 | 0.047059 | 2.37163 | 3.12912 | 3.37755 | |
514072 | Molding, coremaking, and casting machine setters, operators, and tenders, metal and plastic | High school diploma or equivalent | 179640 | 128540 | 22480 | 30600 | -2.20672 | 2.0771 | 510000 | Production Occupations | 12620920 | 8934050 | 25400 | 35490 | -2.27692 | 2.25506 | 19 | 0.042105 | 2.37163 | 2.32693 | 2.32226 | |
434031 | Court, municipal, and license clerks | High school diploma or equivalent | 93910 | 128490 | 26700 | 37340 | 2.11209 | 2.2612 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.41675 | 2.31985 | |
499098 | Helpers--installation, maintenance, and repair workers | High school diploma or equivalent | 145610 | 126980 | 20860 | 27720 | -0.90853 | 1.91355 | 490000 | Installation, Maintenance, and Repair Occupations | 5140210 | 5244670 | 32810 | 45220 | 0.13421 | 2.16174 | 14 | 0.057143 | 2.37163 | 2.29245 | 2.52103 | |
291127 | Speech-language pathologists | Master's degree | 85920 | 126500 | 47820 | 74900 | 2.61238 | 3.03659 | 290000 | Healthcare Practitioners and Technical Occupations | 6001950 | 7854380 | 45250 | 76010 | 1.80942 | 3.51822 | 14 | 0.057143 | 2.37163 | 2.86627 | 2.85473 | |
251191 | Graduate teaching assistants | Bachelor's degree | 124750 | 126030 | 20840 | 32970 | 0.06808 | 3.1054 | 250000 | Education, Training, and Library Occupations | 7344830 | 8435780 | 36040 | 52210 | 0.92751 | 2.50175 | 12 | 0.066667 | 2.37163 | 2.29202 | 2.60768 | |
291062 | Family and general practitioners | Doctoral or professional degree | 134490 | 124810 | 104090 | 186320 | -0.49674 | 3.95771 | 290000 | Healthcare Practitioners and Technical Occupations | 6001950 | 7854380 | 45250 | 76010 | 1.80942 | 3.51822 | 14 | 0.057143 | 2.37163 | 4.06392 | 2.85473 | |
519023 | Mixing and blending machine setters, operators, and tenders | High school diploma or equivalent | 114540 | 122670 | 26360 | 35950 | 0.4582 | 2.09009 | 510000 | Production Occupations | 12620920 | 8934050 | 25400 | 35490 | -2.27692 | 2.25506 | 19 | 0.042105 | 2.37163 | 2.40951 | 2.32226 | |
434061 | Eligibility interviewers, government programs | High school diploma or equivalent | 107650 | 122400 | 29290 | 42460 | 0.85974 | 2.50634 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.47187 | 2.31985 | |
435053 | Postal service mail sorters, processors, and processing machine operators | High school diploma or equivalent | 234820 | 121590 | 30100 | 48710 | -4.29289 | 3.26111 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.48911 | 2.31985 | |
251194 | Vocational education teachers, postsecondary | Bachelor's degree | 129780 | 121200 | 37650 | 53130 | -0.45495 | 2.32262 | 250000 | Education, Training, and Library Occupations | 7344830 | 8435780 | 36040 | 52210 | 0.92751 | 2.50175 | 12 | 0.066667 | 2.37163 | 2.64981 | 2.60768 | |
513092 | Food batchmakers | High school diploma or equivalent | 64760 | 120850 | 21260 | 28790 | 4.24678 | 2.04191 | 510000 | Production Occupations | 12620920 | 8934050 | 25400 | 35490 | -2.27692 | 2.25506 | 19 | 0.042105 | 2.37163 | 2.30096 | 2.32226 | |
211014 | Mental health counselors | Master's degree | 62910 | 120010 | 29430 | 43990 | 4.39984 | 2.71588 | 210000 | Community and Social Service Occupations | 1404540 | 1930750 | 31640 | 45310 | 2.14398 | 2.42292 | 7 | 0.114286 | 2.37163 | 2.47485 | 2.48965 | |
291126 | Respiratory therapists | Associate's degree | 80230 | 119410 | 36860 | 58490 | 2.68656 | 3.12606 | 290000 | Healthcare Practitioners and Technical Occupations | 6001950 | 7854380 | 45250 | 76010 | 1.80942 | 3.51822 | 14 | 0.057143 | 2.37163 | 2.63299 | 2.85473 | |
493042 | Mobile heavy equipment mechanics, except engines | High school diploma or equivalent | 113540 | 119280 | 33790 | 48720 | 0.32933 | 2.4695 | 490000 | Installation, Maintenance, and Repair Occupations | 5140210 | 5244670 | 32810 | 45220 | 0.13421 | 2.16174 | 14 | 0.057143 | 2.37163 | 2.56765 | 2.52103 | |
351011 | Chefs and head cooks | High school diploma or equivalent | 118070 | 118130 | 28040 | 45880 | 0.00339 | 3.33712 | 350000 | Food Preparation and Serving Related Occupations | 9687970 | 12277720 | 15600 | 21980 | 1.59188 | 2.31207 | 15 | 0.053333 | 2.37163 | 2.44527 | 2.05938 | |
493011 | Aircraft mechanics and service technicians | Postsecondary non-degree award | 125970 | 116830 | 39280 | 58850 | -0.5009 | 2.73182 | 490000 | Installation, Maintenance, and Repair Occupations | 5140210 | 5244670 | 32810 | 45220 | 0.13421 | 2.16174 | 14 | 0.057143 | 2.37163 | 2.6845 | 2.52103 | |
119151 | Social and community service managers | Bachelor's degree | 88340 | 116670 | 40370 | 67730 | 1.87168 | 3.5098 | 110000 | Management Occupations | 8063410 | 6741640 | 64740 | 112490 | -1.18646 | 3.75191 | 17 | 0.047059 | 2.37163 | 2.7077 | 3.37755 | |
537081 | Refuse and recyclable material collectors | Less than high school | 135320 | 115170 | 25020 | 36030 | -1.06913 | 2.46097 | 530000 | Transportation and Material Moving Occupations | 9538820 | 9249310 | 24630 | 34460 | -0.20526 | 2.26414 | 16 | 0.05 | 2.37163 | 2.38099 | 2.3016 | |
499051 | Electrical power-line installers and repairers | High school diploma or equivalent | 99090 | 114540 | 43490 | 64990 | 0.97065 | 2.7142 | 490000 | Installation, Maintenance, and Repair Occupations | 5140210 | 5244670 | 32810 | 45220 | 0.13421 | 2.16174 | 14 | 0.057143 | 2.37163 | 2.77411 | 2.52103 | |
499052 | Telecommunications line installers and repairers | High school diploma or equivalent | 158990 | 114420 | 35790 | 54430 | -2.16923 | 2.83441 | 490000 | Installation, Maintenance, and Repair Occupations | 5140210 | 5244670 | 32810 | 45220 | 0.13421 | 2.16174 | 14 | 0.057143 | 2.37163 | 2.61022 | 2.52103 | |
393031 | Ushers, lobby attendants, and ticket takers | Less than high school | 88590 | 113700 | 14050 | 20530 | 1.67754 | 2.56067 | 390000 | Personal Care and Service Occupations | 2556920 | 4154360 | 20300 | 24980 | 3.28862 | 1.39264 | 9 | 0.088889 | 2.37163 | 2.14751 | 2.18545 | |
518031 | Water and wastewater treatment plant and system operators | High school diploma or equivalent | 81830 | 111640 | 31350 | 46140 | 2.0925 | 2.60992 | 510000 | Production Occupations | 12620920 | 8934050 | 25400 | 35490 | -2.27692 | 2.25506 | 19 | 0.042105 | 2.37163 | 2.51572 | 2.32226 | |
492011 | Computer, automated teller, and office machine repairers | Some college, no degree | 130090 | 110940 | 31290 | 38450 | -1.05597 | 1.38321 | 490000 | Installation, Maintenance, and Repair Occupations | 5140210 | 5244670 | 32810 | 45220 | 0.13421 | 2.16174 | 14 | 0.057143 | 2.37163 | 2.51444 | 2.52103 | |
131022 | Wholesale and retail buyers, except farm products | High school diploma or equivalent | 133070 | 110560 | 39770 | 58190 | -1.22785 | 2.5698 | 130000 | Business and Financial Operations Occupations | 4361980 | 6828940 | 46100 | 72410 | 3.03339 | 3.05597 | 11 | 0.072727 | 2.37163 | 2.69493 | 2.87754 | |
291122 | Occupational therapists | Master's degree | 78950 | 110520 | 51910 | 80000 | 2.26788 | 2.92541 | 290000 | Healthcare Practitioners and Technical Occupations | 6001950 | 7854380 | 45250 | 76010 | 1.80942 | 3.51822 | 14 | 0.057143 | 2.37163 | 2.95332 | 2.85473 | |
211023 | Mental health and substance abuse social workers | Bachelor's degree | 72730 | 109460 | 31150 | 45820 | 2.76285 | 2.60609 | 210000 | Community and Social Service Occupations | 1404540 | 1930750 | 31640 | 45310 | 2.14398 | 2.42292 | 7 | 0.114286 | 2.37163 | 2.51146 | 2.48965 | |
432011 | Switchboard operators, including answering service | High school diploma or equivalent | 248570 | 108890 | 19780 | 28000 | -5.35392 | 2.34394 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.26946 | 2.31985 | |
333021 | Detectives and criminal investigators | High school diploma or equivalent | 83340 | 108720 | 47620 | 80540 | 1.78811 | 3.56543 | 330000 | Protective Service Occupations | 2958730 | 3297180 | 29650 | 43980 | 0.72466 | 2.66334 | 6 | 0.133333 | 2.37163 | 2.86201 | 2.43627 | |
113071 | Transportation, storage, and distribution managers | High school diploma or equivalent | 123450 | 106000 | 54140 | 93180 | -1.01084 | 3.68604 | 110000 | Management Occupations | 8063410 | 6741640 | 64740 | 112490 | -1.18646 | 3.75191 | 17 | 0.047059 | 2.37163 | 3.00078 | 3.37755 | |
536031 | Automotive and watercraft service attendants | Less than high school | 109050 | 104750 | 15770 | 22660 | -0.26784 | 2.44605 | 530000 | Transportation and Material Moving Occupations | 9538820 | 9249310 | 24630 | 34460 | -0.20526 | 2.26414 | 16 | 0.05 | 2.37163 | 2.18412 | 2.3016 | |
193031 | Clinical, counseling, and school psychologists | Doctoral or professional degree | 92460 | 104730 | 49720 | 74030 | 0.83419 | 2.68928 | 190000 | Life, Physical, and Social Science Occupations | 909530 | 1144440 | 45660 | 70070 | 1.54341 | 2.8963 | 2 | 0.4 | 2.37163 | 2.90671 | 2.86573 | |
537063 | Machine feeders and offbearers | Less than high school | 176400 | 104340 | 20890 | 30630 | -3.4401 | 2.58422 | 530000 | Transportation and Material Moving Occupations | 9538820 | 9249310 | 24630 | 34460 | -0.20526 | 2.26414 | 16 | 0.05 | 2.37163 | 2.29309 | 2.3016 | |
211015 | Rehabilitation counselors | Master's degree | 93130 | 103890 | 26520 | 37890 | 0.73157 | 2.4071 | 210000 | Community and Social Service Occupations | 1404540 | 1930750 | 31640 | 45310 | 2.14398 | 2.42292 | 7 | 0.114286 | 2.37163 | 2.41292 | 2.48965 | |
472181 | Roofers | Less than high school | 115280 | 103650 | 29870 | 39600 | -0.70645 | 1.89761 | 470000 | Construction and Extraction Occupations | 5938860 | 5290270 | 33650 | 46600 | -0.76802 | 2.19431 | 11 | 0.072727 | 2.37163 | 2.48422 | 2.54357 | |
331012 | First-line supervisors of police and detectives | High school diploma or equivalent | 111600 | 101420 | 54100 | 84260 | -0.63564 | 2.99788 | 330000 | Protective Service Occupations | 2958730 | 3297180 | 29650 | 43980 | 0.72466 | 2.66334 | 6 | 0.133333 | 2.37163 | 2.99993 | 2.43627 | |
371012 | First-line supervisors of landscaping, lawn service, and groundskeeping workers | High school diploma or equivalent | 91330 | 101190 | 33000 | 46020 | 0.68581 | 2.24188 | 370000 | Building and Grounds Cleaning and Maintenance Occupations | 4274200 | 4371450 | 18910 | 26370 | 0.1501 | 2.24166 | 5 | 0.16 | 2.37163 | 2.55084 | 2.14817 | |
434121 | Library assistants, clerical | High school diploma or equivalent | 89050 | 100800 | 19010 | 26010 | 0.82969 | 2.1121 | 430000 | Office and Administrative Support Occupations | 22562480 | 21638470 | 25310 | 35530 | -0.27838 | 2.28694 | 32 | 0.025 | 2.37163 | 2.25308 | 2.31985 | |
191042 | Medical scientists, except epidemiologists | Doctoral or professional degree | 21200 | 100740 | 55880 | 90160 | 10.9493 | 3.2406 | 190000 | Life, Physical, and Social Science Occupations | 909530 | 1144440 | 45660 | 70070 | 1.54341 | 2.8963 | 2 | 0.4 | 2.37163 | 3.03782 | 2.86573 | |
493093 | Tire repairers and changers | High school diploma or equivalent | 99880 | 100510 | 18630 | 25610 | 0.04193 | 2.14406 | 490000 | Installation, Maintenance, and Repair Occupations | 5140210 | 5244670 | 32810 | 45220 | 0.13421 | 2.16174 | 14 | 0.057143 | 2.37163 | 2.24499 | 2.52103 |
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<div class="button" id="switchDetailed">Specific jobs*</div> | |
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<h1>America's income growth</h1> | |
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<option value="scatter">All occupations</option> | |
<option value="code370000">Building and grounds cleaning and maintenance</option> | |
<option value="code130000">Business and financial operations</option> | |
<option value="code470000">Construction and extraction</option> | |
<option value="code250000">Education, training, and library</option> | |
<option value="code350000">Food preparation and serving related</option> | |
<option value="code290000">Healthcare practitioners and technical</option> | |
<option value="code310000">Healthcare support</option> | |
<option value="code490000">Installation, maintenance, and repair</option> | |
<option value="code110000">Management</option> | |
<option value="code430000">Office and administrative support</option> | |
<option value="code390000">Personal care and service</option> | |
<option value="code510000">Production</option> | |
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<p id="note">*With at least 100,000 workers</p> | |
<p id="source">Source: U.S. Bureau of Labour Statistics</p> | |
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