Home / Tag Archives: data source

Tag Archives: data source

How much are we working?

Our World in Data has your answer with the article, Working Hours.

The researchers Michael Huberman and Chris Minns published estimates of weekly work hours going back to the late 19th century. This data – shown in the following visualization – shows that over this time working hours have steeply declined. Full-time workers in these countries work 20 or even 30 hours less every week than in the 19th century.

As always with Our World in Data, they have interactive graphs that can be downloaded (such as the one here – you also have choices of countries) along with the data set. The article has a total of six interactive graphs and data related to work, productivity,  income, and gender.

What are the differences in infant mortality by race?

The NYT has a lengthy article, Why America’s Black Mothers and Babies Are in a Life-or-Death Crisis (4/11/18 by Linda Villarosa)  and Kevin Drum follows this up with the handy chart posted here in his post Our Disgraceful Infant Mortality Epidemic.  He notes that although infant morality has decreased the difference between Black and White infant morality has increase (by percentage):

In 1950, according to the CDC, the black rate of infant mortality was 64 percent higher than the white rate. Today it’s 133 percent higher

We also aren’t keeping up with the rest of world:

In 1960, we ranked 11th in infant mortality among rich countries. Not great, but not terrible. Today we rank 24th out of 27 rich countries, ahead of only Turkey, Mexico, and Chile.

You can find infant mortality data at the CDC’s National Center for Health Statistics page  (tables 10-13).

Are teachers being paid fairly?

An August 2016 report by EPI, The teacher pay gap is wider than ever (8/9/16 by Allegretto and Mishel), suggests not. For instance, the graph here shows that teachers are paid 23% less than other college graduates in 2015 and the gap has been increasing since 1980.

Average weekly wages (inflation adjusted) of public-sector teachers decreased $30 per week from 1996 to 2015, from $1,122 to $1,092 (in 2015 dollars). In contrast, weekly wages of all college graduates rose from $1,292 to $1,416 over this period.

For all public-sector teachers, the relative wage gap (regression adjusted for education, experience, and other factors) has grown substantially since the mid-1990s: It was ‑1.8 percent in 1994 and grew to a record ‑17.0 percent in 2015.

The report includes 8 graphs with data plus two tales. There are comparisons between females and males, as well as union and non-union.

What is known about world income inequality?

The World Inequality Report 2018 provides a complete summary of world income inequality.  The executive summary contains thirteen charts to explore such as the one here.

The poorest half of the global population has seen its income grow significantly thanks to high growth in Asia (particularly in China and India). However, because of high and rising inequality within countries, the top 1% richest individuals in the world captured twice as much growth as the bottom 50% individuals since 1980 (Figure E4). Income growth has been sluggish or even zero for individuals with incomes between the global bottom 50% and top 1% groups. This includes all North American and European lower- and middle-income groups.

The executive summary also notes:

Research has demonstrated that tax progressivity is an effective tool to combat inequality. Progressive tax rates do not only reduce post-tax inequality, they also diminish pre-tax inequality by giving top earners less incentive to capture higher shares of growth via aggressive bargaining for pay rises and wealth accumulation. Tax progressivity was sharply reduced in rich and some emerging countries from the 1970s to the mid-2000s. Since the global financial crisis of 2008, the downward trend has leveled off and even reversed in certain countries, but future evolutions remain uncertain and will depend on democratic deliberations. It is also worth noting that inheritance taxes are nonexistent or near zero in high-inequality emerging countries, leaving space for important tax reforms in these countries.

The methodology page includes files with all the data.

How do NYC securities employee bonuses compare to U.S. household income?

Statista has your answer with their post Wall Street Bonuses Outpace Household Income  (3/28/18 by Dyfed Loesche) and their chart here.

Compared to the average U.S. household income this is quite some money, keeping in mind these are payments on top of the regular pay. In 2016, the average Wall Street bonus stood at close to $158,000 and thus 2.5 times as high as the median household income of a little more than $59,000. (The U.S. Census Bureau has not yet released official household figures for 2017). The average number of people living in an American household stands at 2.5.

The post has links to the median household data as well as the bonuses. Not only is this useful data for a stats course, but there is also an interesting discussion to be had on the use of mean and median in this post.

What is the connection between race and generational income mobility?

The recent paper, Race and Economic Opportunity in the United States: An Intergenerational Perspective, by the Equal Opportunity Project, has the answer and makes the data available.  The executive summary has seven key findings, here are three:

Finding #1: Hispanic Americans are moving up in the income distribution across generations, while Black Americans and American Indians are not.

Finding #2: The black-white income gap is entirely driven by differences in men’s, not women’s, outcomes.

Finding #6: Within low-poverty areas, black-white gaps are smallest in places with low levels of racial bias among whites and high rates of father presence among blacks.

There is something in this paper to challenge everyone’s views at some point. For example,

We find analogous gender differences in other outcomes: black-white gaps in high school completion rates, college attendance rates, and incarceration are all substantially larger for men than for women. Black women have higher college attendance rates than white men, conditional on parental income.

At the bottom of the executive summary are links to data, slides, and the full paper. You can go directly to the data here.

Is wage inequality growing?

The EPI article, The State of American Wages 2017 by Elise Gould, has a full summary of growing wage inequality. A few of their key findings:

From 2000 to 2017, wage growth was strongest for the highest-wage workers, continuing the trend in rising wage inequality over the last four decades.

While wage inequality has generally been on the rise for both men and women, wage inequality is higher and growing more among men than among women.

At every decile and at the 95th percentile, wage growth since 2000 was faster for white and Hispanic workers than for black workers.

This is an in depth article with over 30 bullet points of key findings. There are numerous graphs, such as the on posted here, with data sets. The cumulative graph here is broken into female and male graphs farther down in the article. What you will find is that, for example, the increase in the median wages is almost entirely due to increases in the median female wage (7.9% since 2000).  There is a lot to learn in this post and plenty of material for courses.


When and where do tornadoes occur?

The distribution of occurrences of tornadoes by time of day is presented in the accompanying graph from NOAA’s Historical Records and Trends page for tornadoes, which is a good example of a skewed distribution.

Because most tornadoes are related to the strength of a thunderstorm, and thunderstorms normally gain most of their energy from solar heating and latent heat released by the condensation of water vapor, it is not surprising that most tornadoes occur in the afternoon and evening hours, with a minimum frequency around dawn (when temperatures are lowest and radiation deficits are highest). However, tornadoes have occurred at all hours of the day, and nighttime occurrences may give sleeping residents of a community little or no warning.

The page includes the same type of graph by region in the country. If you want to know the distribution of tornadoes by state, NOAA has you covered on their U.S. Tornado Climatology page where you will find a map for the average number of tornadoes by state.  You can download tornado data from NOAA’s Storm Events Database.

Are tornadoes on the rise in the U.S.?

NOAA has an annual tornado report that contains the graph here.  The graphs suggests an increase.

In contrast to the previous four years, tornado activity across the U.S. during 2017 was above average. During January-September there were 1,262 confirmed tornadoes with 144 preliminary tornado reports still pending confirmation for October-December. This brings the preliminary tornado count to 1,406 with the final count expected to be slightly lower. The 1991-2010 annual average number of tornadoes for the U.S. is 1,253.

The page includes a map of the locations of tornadoes for 2017, a drop down menu for years dating back to 2006, and as monthly menu.  You can download tornado data from NOAA’s Storm Events Database.

How well is the world achieving its Sustainable Development Goals – gender equity edition?

You can find out with Our World in Data’s Sustainable Development Goals tracker.

In 2015 the world set a new sustainable development agenda, pledging within the United Nations (UN) to achieve 17 development goals by 2030: The Sustainable Development Goals (also known as The Global Goals). Ranging from eradicating poverty, to ensuring clean energy for all, to reaching sustainable levels of consumption, the array of targets across these goals were selected to drive our efforts in the 15 years up to 2030.

Our World in Data has data for all 17 goals on their SDG page.  For example, their Goal 5: Achieve gender equality and empower all women and girls page has 24 charts including the one posted here on unmet need for contraception. As is always the case with Our World in Data, each chart has easy access to the data and you can download their graphs.