Showing posts with label STEM. Show all posts
Showing posts with label STEM. Show all posts

Friday, July 18, 2014

Pipeline? Teaching Style? Course Content? Career Climate?

WOMEN IN TECH

Some Universities Crack Code in Drawing Women to Computer Science
JULY 17, 2014
Claire Cain Miller

One of the reasons so few women work in tech is that few choose to study computer science or engineering. Only 18 percent of computer science graduates in the United States are women, down from 37 percent in 1985.

At a few top college programs, though, that appears to be changing.

At Carnegie Mellon University, 40 percent of incoming freshmen to the School of Computer Science are women, the largest group ever. At the University of Washington, another technology powerhouse, women earned 30 percent of computer science degrees this year. At Harvey Mudd College, 40 percent of computer science majors are women, and this year, women represented more than half of the engineering graduates for the first time.

These examples provide a road map for how colleges can help produce a more diverse group of computer science graduates. They also help answer a controversial question: Does the substance of computer science instruction need to be adjusted to attract women, or does recruitment and mentorship? It’s an important question because tech companies have so many jobs to fill, and because computer science skills have become necessary in almost every other industry, too.

Monday, May 12, 2014

Research on Effectiveness (sic) of Lecturing

paper (pdf below) published this week in the Proceedings of the National Academy of Science reports a meta-analysis of some 250 studies of effectiveness of lecturing vs. various forms of "active learning" in STEM fields. Upshot is that active learning is associated with 6% improvement in exam scores and that lectures yield a 50% increase in likelihood of failing the course. Interestingly the effect was stronger in classes under 50.

From the National Science Foundation
Press Release 14-064
Enough with the lecturing

May 12, 2014
A significantly greater number of students fail science, engineering and math courses that are taught lecture-style than fail in classes incorporating so-called active learning that expects them to participate in discussions and problem-solving beyond what they've memorized.

Active learning also improves exam performance in some cases enough to change grades by half a letter or more--so a B-plus, for example, becomes an A-minus.

Those findings are from the largest and most comprehensive analysis ever published of studies comparing lecturing to active learning in undergraduate education, said Scott Freeman, a University of Washington principal lecturer in biology. He's lead author of a paper in the Proceedings of the National Academy of Sciences the week of May 12.

Freeman and his co-authors based their findings on 225 studies of undergraduate education across all of the "STEM" areas: science, technology, engineering and mathematics. Many of the studies analyzed were funded by the National Science Foundation (NSF).

The researchers found that 55 percent more students fail lecture-based courses than classes with at least some active learning. Two previous studies looked only at subsets of the STEM areas and none before considered failure rates.

On average across all the studies, a little more than one-third of students in traditional lecture classes failed--that is, they either withdrew or got Fs or Ds, which generally means they were ineligible to take more advanced courses. On average with active learning, a little more than one-fifth of students failed.

"If you have a course with 100 students signed up, about 34 fail if they get lectured to but only 22 fail if they do active learning, according to our analysis," Freeman said. "There are hundreds of thousands of students taking STEM courses in U.S. colleges every year, so we're talking about tens of thousands of students who could stay in STEM majors instead of flunking out every year."

This could go a long way toward meeting national calls like the one from the President's Council of Advisors on Science and Technology (PCAST) saying the U.S. needs a million more STEM majors in the future, Freeman said.

"Freeman's study reinforces the conclusion of PCAST [President's Council of Advisors on Science and Technology] that widespread implementation of these evidence-based practices will increase retention and persistence in STEM fields and further supports the findings of the National Research Council's Discipline-based Education Research report, funded by NSF," said Susan Singer who leads NSF's Division of Undergraduate Education.

It is encouraging news as NSF convenes an interagency team to implement the undergraduate goals of the Federal STEM Education 5-year Strategic Plan. One of the four goals is to "Identify and broaden implementation of evidence-based instructional practices and innovations to improve undergraduate learning and retention in STEM and develop national architecture to improve empirical understanding of how these changes relate to key student outcomes."

Attempts by college faculty to use active learning, long popular in K-12 classrooms, started taking off in the mid-1990s, Freeman said, though lecturing still dominates.

"We've got to stop killing student performance and interest in science by lecturing and instead help them think like scientists," he said.

For the paper, more than 640 studies comparing traditional lecturing with some kind of active learning were examined by Freeman, Wenderoth and their other co-authors, Sarah Eddy, Miles McDonough, Nnadozie Okoroafor and Hannah Jordt, all with the UW biology department, and Michelle Smith with the University of Maine, whose research was funded by NSF. The studies, conducted at four-year and community colleges mainly in the U.S., appeared in STEM education journals, databases, dissertations and conference proceedings.

Some 225 of those studies met the standards to be included in the analysis including: assurances the groups of students being compared were equally qualified and able, instructors or groups of instructors were the same, and exams given to measure performance were either exactly alike or used questions pulled from the same pool of questions each time.

The data were considered using meta-analysis, an approach long used in fields such as biomedicine to determine the effectiveness of a treatment based on studies with a variety of patient groups, providers and ways of administering the therapy or drugs.

Regarding grade improvement, the findings showed improvements on exams increased an average of 6 percent, which might raise students half a grade, for example from a B+ to an A-.

If the failure rates of 34 percent for lecturing and 22 percent in classes with some active learning were applied to the 7 million U.S. undergraduates who say they want to pursue STEM majors, some 2.38 million students would fail lecture-style courses vs. 1.54 million with active learning. That's 840,000 additional students failing under lecturing, a difference of 55 percent compared to the failure rate of active learning.

"That 840,000 students is a large portion of the million additional STEM majors the president's council called for," Freeman said.

-NSF-

Active learning improves grades, reduces failure among undergrads in STEM


See Also
Bajak, Aleszu. "Lectures Aren't Just Boring, They're Ineffective, Too, Study Finds." Science Insider



Saturday, March 15, 2014

Part of the Gender Gap in Majors May Lie in Intro Courses (Sort Of)

The following describes an interesting morphing of memes on the web and something that might be especially relevant to me and my colleagues at Mills College in our role as advisors.

Harvard Economist Cladia Goldin posted a piece back when Janet Yellen was first nominated to head the Federal Reserve. She wondered whether this new "role model" might increase the number of women who major in economics. She wrote about some of her own research as well as that of others relevant to the question. In particular she discussed some work in which she discovered that
Women who thought they would major in economics often become discouraged when they don’t get sufficiently high grades in introductory courses. Men are far less likely to be discouraged by similar grades. In other words, the gradient of major choice with respect to grades in the “gateway” courses is steeper for women than for men.
In other other words, on average (assuming lots of things are equal) women may take a stronger "you can't do this" signal from not getting an A in intro courses than do men. Evidence shows it happens in economics and some STEM fields too.

This does NOT, of course, imply we should pursue gender equity through grade inflation, but it does suggest that those of use who teach and mentor young women might focus on this particular point of leverage. Not unrelated is research by Chambliss and Takacs on how important intro courses are for influencing college major and career decisions. We should, perhaps, stop focusing our energy on distribution requirements and instead focus on what goes on in intro courses and in the first year advising context that surrounds them. It's not unrelated to the message of a graduation speech I gave a few years back.

One can imagine that similar effects might exist in connection with other demographic differences.

The internet meme part is that the blog post was picked up the other day by a Washington Post writer, Catherine Rampell, and mixed in with some other research (finding that disciplines with lower grades had higher career payoffs) in a piece titled "Women should embrace the B’s in college to make more later." On Slate the headline read "Women May Be Underrepresented in STEM Because They're Too Concerned With Grades" but the article went in the direction of saying maybe it's not all about wanting to find a major where one can do well grade-wise but rather a rational assessment of the likelihood of career success in various fields.  I'm sure a little googling will turn up even more morphs.

Will more of our daughters grow up to be economists?
Likelihood of Continuing in Major by Intro Grade and Sex
Claudia Goldin: Bloomberg View
Published: October 17, 2013 - 07:13 PM

Cambridge, Mass.: The nomination of Janet Yellen to head the Federal Reserve is an important milestone. But will her appointment as the central bank’s first female chief draw more undergraduate women to the field of economics?

Yellen’s emphasis on the human toll of recessions, along with her humanity, brilliance and intellect, could spur a greater number of women to become economists. But if history is any guide, there still is a long slog ahead.

Economics is an extremely popular major — for men. Ten percent to 20 percent of all male undergraduates concentrate in the field at the top 100 universities and top 100 liberal arts colleges as ranked by U.S. News and World Report.

Nationwide, however, for every female undergraduate in the major, there are three males in the major, adjusted for relative numbers of bachelor’s degrees by sex. Among the top 100 liberal arts colleges, there are 2.6 males for every female economics major; there are 2.5 males for every female at the top 100 research universities.

Worse, these differences have widened over the last two decades.

Students often realize too late in their undergraduate studies that an understanding of economic concepts, modeling, statistics and econometrics is a helpful career and life tool. Many initially believe economics is only valuable for those who want to work in the financial and corporate sectors. (This year’s winners of the Nobel Prize in Economic Sciences are Eugene F. Fama, Robert J. Shiller and Lars Peter Hansen, men whose work focuses on financial markets.)

Many young women don’t seem to understand that economics is also for those who have broad intellectual interests and for those with research and policy interests in health, education, poverty, inequality, crime, obesity, the environment, terrorism or infectious disease. All students should be aware of the broad applications of economics when considering an undergraduate major.