Education Week - May 2, 2018 - 8
DIGITAL DIRECTIONS > TRACKING NEWS AND IDEAS IN EDUCATIONAL TECHNOLOGY
www.digitaldirections.org
Pearson Tests Growth-Mindset Messages in Software
By Benjamin Herold
New York
Education-publishing giant Pearson
recently tested "social-psychological"
messages in learning software used
by more than 9,000 unwitting students at 165 U.S. colleges and universities, highlighting the emerging
hopes and fears about the ways the
ed-tech industry might seek to capitalize on recent research into the impact of students' mindsets on their
learning, including in K-12.
The study, "Embedding ResearchInspired Innovations in EdTech: An
RCT of Social-Psychological Interventions, at Scale," was presented last
month at the annual conference of
the American Educational Research
Association.
The release of the research
prompted a fierce debate over issues
of ethics, privacy, and consent during
large-scale testing of such strategies
using commercial software programs.
Pearson's stock fell noticeably in response related to concerns, which the
company described as unwarranted.
"Recent media coverage has mischaracterized this relatively minor
product update by extracting technical language from the research that,
when taken out of context, and paired
with words like 'experiment,' conveys
a malicious intent," said Scott Overland, Pearson's director of media relations, in a statement.
Through its study, Pearson sought
to determine whether encouraging a
"growth mindset" and grounding students' expectations of how much effort
a task might require would lead them
to attempt and complete more problems. The test took place in a popular
commercial-software program called
MyLab Programming, often used for
college-level introductory computerprogramming courses.
Pearson embedded the messaging
into some versions of the software,
then randomly assigned different colleges to use different versions of the
program. The company did not seek
prior consent from participating institutions or individuals.
The results included some modest
signs that growth-mindset messaging can increase students' persistence
when they start a problem, then run
into difficulty. That's likely to bolster
proponents of the idea, who say it's important to encourage students to view
intelligence as something that can
change with practice and hard work.
But students who received both
types of social-psychological messages
tested by Pearson attempted fewer
problems than their peers, running
counter to the researchers' expectations.
'Outside experts offered skeptical
reactions, on a number of fronts.
"It does not surprise me at all that
corporations are attempting to monetize a promising way of thinking
about a hairy problem," said Phi Delta
Kappan CEO Joshua Starr, who was
a major proponent of social-emotional
learning during his time as superintendent of the Montgomery County,
Md., school district and who currently serves on the Aspen Institute's
National Commission on Social, Emotional, and Academic Development.
"There is some value" to Pearson's
approach, Starr said, but "socialemotional learning is best promoted
through strong communities and relationships," not software.
And Ben Williamson, a lecturer
at the University of Stirling in the
United Kingdom who studies big data
in education, raised other concerns.
There's little evidence that focusing
on growth mindset in the classroom
will significantly benefit students,
Williamson argued, citing recent
analyses finding limited effects of
mindset-based interventions in K-12
classrooms.
In addition, Williamson maintained, companies such as Pearson
would be wise to pay close attention
to the growing public anxiety over the
ways companies collect people's sensitive information and use it for psychological profiling and targeting.
"It's concerning that forms of lowlevel psychological experimentation
to trigger certain behaviors appears
to be happening in the ed-tech sector,
and students might not know those
experiments are taking place," Williamson said.
In an interview, Kristen DiCerbo,
Pearson's vice president for learning research and design, described
the experiment as part of the company's "product-improvement process"-an early test to see if new
mindset-messaging features actually work, before they are rolled out
comprehensively.
Utilizing commercial software allowed Pearson to see how the changes
played out for real students and actual classrooms, DiCerbo said, generating more useful information than
had it taken place in a lab-or if the
company had rolled out new messaging without systematically studying
its impact at all.
Pearson also noted that the study
did not involve the collection of any
personally identifiable information
on individual students and that federal guidelines don't require consent
for research involving "normal educational practice."
"We think these motivational aspects are really important for students' learning outcomes," DiCerbo
said.
"But the only way we're going to
know for sure is to do the research."
"
It's concerning that
forms of low-level
psychological
experimentation to
trigger certain
behaviors appears to
be happening in the
ed-tech sector, and
students might not
know those
experiments are
taking place."
BEN WILLIAMSON
Lecturer, University of Stirling, United
Kingdom
The idea was to see if students'
motivation and achievement would
be improved in either of two ways:
*Inserting "growth-mindset" messages (stressing the importance of
effort and building skills over time)
into the software's instructions and
into the feedback it offered to students who provided wrong answers.
An example: "No one is born a great
programmer. Success takes hours
and hours of practice."
* Using "anchoring of effort" messages (seeking to leverage a common
cognitive bias in which people tend to
rely on the first piece of information
they learn, even if it's irrelevant to
the problem they're trying to solve).
Pearson's theory was that students
might not have any sense of how
much effort is often required to solve
computer-programming problems,
so providing them with a high-end
estimate based on analysis of previous users' experience could ground
them in the expectation that multiple attempts would be necessary. An
example: "Some students tried this
question 26 times! Don't worry if it
takes you a few tries to get it right."
The researchers were surprised
to learn that students who didn't
receive any special messaging
from the software tried to solve
significantly more problems (212)
than those who received growthmindset messages (174) or anchoring messages (156).
That finding suggested that the
social-psychological interventions
they were testing backfired, although DiCerbo said other factors-
especially differences in how various instructors use the software in
their classes-may have also played
a role.
'Open Question'
But the Pearson team also found
that students who received the
growth-mindset messages successfully completed more of the problems they started than their counterparts. Those students were also
significantly more likely to eventually solve problems they initially
got incorrect, supporting the idea
that encouraging a growth mindset
can have positive benefits when students run into difficulty.
Big-picture, DiCerbo said, there's
still a lot of work to be done -and
Pearson, which is preparing to sell
its K-12 curriculum business, believes that more such tests may be
valuable.
"It's still an open question as to
whether technology is even capable
of providing this type of feedback,"
DiCerbo said.
Visit the DIGITAL EDUCATION blog,
which tracks news and trends on
this issue.
www.edweek.org/blogs
AN ED-TECH RESEARCHER'S TAKE
Sharp debates about privacy, consent, and ethics spilled
into public view following the release of a study in which
education publisher Pearson used commercial software to
test strategies for changing students' mindsets.
Among the questions raised:
l
l
l
Where is the line between product improvement and
clinical research?
When does something like promoting a "growth mindset"
or seeking to change students' attitudes become a
psychological experiment?
What kind of consent can and should be obtained before
testing "social-psychological interventions" in commercial
learning software?
Justin Reich, the executive director of the Massachusetts
Institute of Technology's Teaching Systems Lab, addresses
those questions on Education Week's EdTech Researcher blog.
"Every educational software company and publisher
will be modifying their products over time to try to
improve them," Reich writes. "I'd like to incentivize
them to do so in a way that the public benefits from
those companies sharing what they learn."
Read the full post at www.edweek.org/go/
edtechresearcher-response.
-BENJAMIN HEROLD
Mixed Results
Pearson's MyLab Programming
software is typically used for introductory computer-science courses
where students learn the programming languages C++ or Java.
DiCerbo said that made sense as
the first content area to test socialpsychological messaging, because
many students have a propensity to
attribute failure in programming to
a personal shortcoming, rather than
seeing it as a challenge and opportunity to learn.
8 | EDUCATION WEEK | May 2, 2018 | www.edweek.org
Getty
http://www.digitaldirections.org
http://www.edweek.org/blogs
http://www.edweek.org/go/edtechresearcher-response
http://www.edweek.org/go/edtechresearcher-response
http://www.edweek.org
Education Week - May 2, 2018
Table of Contents for the Digital Edition of Education Week - May 2, 2018
Education Week - May 2, 2018
Why Raising Teacher Pay Is So Difficult
Where K-12 Salaries Lag Home Prices, Districts Try to Help
Museums, Teachers Team Up on Science
Disparities Grow for Students of Color, Federal Data Show
Contents
Report Roundup
News in Brief
Teachers Reach Across State Lines For Help Planning Protests
Quality Crucial to Sustained Pre-K Benefits, Studies Stress
Pearson Tests Growth-Mindset Messages In Software
Spec. Ed.Community Assesses Legal Impact After Landmark Case
Florida, California Revamp ESSA Plans In Quest for Federal OK
Where Do States Line Up on Aid for Title I, Title II?
Mike Schmoker: Why I’m Against Innovation in Education
Nicholas Brake: Want to Support Public Schools? Stop Cutting Taxes
Donald Sheldon: I’m an Arizona Teacher. This Is Why I Walked Out
Letters
Ted Dintersmith: What’s Actually Going on in Classrooms?
Education Week - May 2, 2018 - Disparities Grow for Students of Color, Federal Data Show
Education Week - May 2, 2018 - 2
Education Week - May 2, 2018 - Contents
Education Week - May 2, 2018 - News in Brief
Education Week - May 2, 2018 - 5
Education Week - May 2, 2018 - Teachers Reach Across State Lines For Help Planning Protests
Education Week - May 2, 2018 - Quality Crucial to Sustained Pre-K Benefits, Studies Stress
Education Week - May 2, 2018 - Pearson Tests Growth-Mindset Messages In Software
Education Week - May 2, 2018 - 9
Education Week - May 2, 2018 - 10
Education Week - May 2, 2018 - 11
Education Week - May 2, 2018 - 12
Education Week - May 2, 2018 - 13
Education Week - May 2, 2018 - Spec. Ed.Community Assesses Legal Impact After Landmark Case
Education Week - May 2, 2018 - Where Do States Line Up on Aid for Title I, Title II?
Education Week - May 2, 2018 - 16
Education Week - May 2, 2018 - 17
Education Week - May 2, 2018 - Nicholas Brake: Want to Support Public Schools? Stop Cutting Taxes
Education Week - May 2, 2018 - Donald Sheldon: I’m an Arizona Teacher. This Is Why I Walked Out
Education Week - May 2, 2018 - Letters
Education Week - May 2, 2018 - 21
Education Week - May 2, 2018 - 22
Education Week - May 2, 2018 - 23
Education Week - May 2, 2018 - Ted Dintersmith: What’s Actually Going on in Classrooms?
Education Week - May 2, 2018 - CW1
Education Week - May 2, 2018 - CW2
Education Week - May 2, 2018 - CW3
Education Week - May 2, 2018 - CW4
https://ew.edweek.org/nxtbooks/epe/ew_05312023
https://ew.edweek.org/nxtbooks/epe/ew_05172023
https://ew.edweek.org/nxtbooks/epe/ew_05102023
https://ew.edweek.org/nxtbooks/epe/ew_05032023
https://ew.edweek.org/nxtbooks/epe/ew_04262023
https://ew.edweek.org/nxtbooks/epe/ew_04052023
https://ew.edweek.org/nxtbooks/epe/ew_03292023
https://ew.edweek.org/nxtbooks/epe/ew_03222023
https://ew.edweek.org/nxtbooks/epe/ew_03152023
https://ew.edweek.org/nxtbooks/epe/ew_03082023
https://ew.edweek.org/nxtbooks/epe/ew_03012023
https://ew.edweek.org/nxtbooks/epe/ew_02222023
https://ew.edweek.org/nxtbooks/epe/ew_02152023
https://ew.edweek.org/nxtbooks/epe/ew_02082023
https://ew.edweek.org/nxtbooks/epe/ew_02012023
https://ew.edweek.org/nxtbooks/epe/ew_01252023
https://ew.edweek.org/nxtbooks/epe/ew_01182023
https://ew.edweek.org/nxtbooks/epe/ew_12142022
https://ew.edweek.org/nxtbooks/epe/ew_12072022
https://ew.edweek.org/nxtbooks/epe/ew_11302022
https://ew.edweek.org/nxtbooks/epe/ew_11232022
https://ew.edweek.org/nxtbooks/epe/ew_11162022
https://ew.edweek.org/nxtbooks/epe/ew_11022022
https://ew.edweek.org/nxtbooks/epe/ew_10262022
https://ew.edweek.org/nxtbooks/epe/ew_10192022
https://ew.edweek.org/nxtbooks/epe/ew_10122022
https://ew.edweek.org/nxtbooks/epe/ew_10052022
https://ew.edweek.org/nxtbooks/epe/ew_09282022
https://ew.edweek.org/nxtbooks/epe/ew_09212022
https://ew.edweek.org/nxtbooks/epe/ew_09142022
https://ew.edweek.org/nxtbooks/epe/ew_04242013_unprotected
https://ew.edweek.org/nxtbooks/epe/ew_08072013_old
https://ew.edweek.org/nxtbooks/epe/ew_08172016
https://ew.edweek.org/nxtbooks/epe/ew_09072022
https://ew.edweek.org/nxtbooks/epe/ew_08312022
https://ew.edweek.org/nxtbooks/epe/ew_08242022
https://ew.edweek.org/nxtbooks/epe/ew_08172022
https://ew.edweek.org/nxtbooks/epe/ew_07132022
https://ew.edweek.org/nxtbooks/epe/ew_06152022
https://ew.edweek.org/nxtbooks/epe/ew_06082022
https://ew.edweek.org/nxtbooks/epe/ew_06012022
https://ew.edweek.org/nxtbooks/epe/ew_05112022
https://ew.edweek.org/nxtbooks/epe/ew_05042022
https://ew.edweek.org/nxtbooks/epe/ew_04272022
https://ew.edweek.org/nxtbooks/epe/ew_04132022
https://ew.edweek.org/nxtbooks/epe/ew_04062022
https://ew.edweek.org/nxtbooks/epe/ew_03302022
https://ew.edweek.org/nxtbooks/epe/ew_03232022
https://ew.edweek.org/nxtbooks/epe/ew_03162022
https://ew.edweek.org/nxtbooks/epe/ew_03092022
https://ew.edweek.org/nxtbooks/epe/ew_03022022
https://ew.edweek.org/nxtbooks/epe/ew_02232022
https://ew.edweek.org/nxtbooks/epe/ew_02162022
https://ew.edweek.org/nxtbooks/epe/ew_02092022
https://ew.edweek.org/nxtbooks/epe/ew_02022022
https://ew.edweek.org/nxtbooks/epe/ew_01192022
https://ew.edweek.org/nxtbooks/epe/ew_01122022
https://ew.edweek.org/nxtbooks/epe/ew_01052022
https://ew.edweek.org/nxtbooks/epe/ew_12082021
https://ew.edweek.org/nxtbooks/epe/ew_12012021
https://ew.edweek.org/nxtbooks/epe/ew_11242021
https://ew.edweek.org/nxtbooks/epe/ew_11172021
https://ew.edweek.org/nxtbooks/epe/ew_11032021
https://ew.edweek.org/nxtbooks/epe/ew_10272021
https://ew.edweek.org/nxtbooks/epe/ew_10202021
https://ew.edweek.org/nxtbooks/epe/ew_10112021
https://ew.edweek.org/nxtbooks/epe/ew_10062021
https://ew.edweek.org/nxtbooks/epe/ew_09292021
https://ew.edweek.org/nxtbooks/epe/ew_09222021
https://ew.edweek.org/nxtbooks/epe/ew_09152021
https://ew.edweek.org/nxtbooks/epe/ew_09082021
https://ew.edweek.org/nxtbooks/epe/ew_09012021
https://ew.edweek.org/nxtbooks/epe/ew_08252021
https://ew.edweek.org/nxtbooks/epe/ew_08182021
https://ew.edweek.org/nxtbooks/epe/ew_07142021
https://ew.edweek.org/nxtbooks/epe/ew_06162021
https://ew.edweek.org/nxtbooks/epe/ew_06092021
https://ew.edweek.org/nxtbooks/epe/ew_06022021
https://ew.edweek.org/nxtbooks/epe/ew_04282021
https://ew.edweek.org/nxtbooks/epe/ew_05122021
https://ew.edweek.org/nxtbooks/epe/ew_05052021
https://ew.edweek.org/nxtbooks/epe/ew_04212021
https://ew.edweek.org/nxtbooks/epe/ew_04142021
https://ew.edweek.org/nxtbooks/epe/ew_03312021
https://ew.edweek.org/nxtbooks/epe/ew_03242021
https://ew.edweek.org/nxtbooks/epe/ew_03172021
https://ew.edweek.org/nxtbooks/epe/ew_03102021
https://ew.edweek.org/nxtbooks/epe/ew_03032021
https://ew.edweek.org/nxtbooks/epe/ew_02242021
https://ew.edweek.org/nxtbooks/epe/ew_02172021
https://ew.edweek.org/nxtbooks/epe/ew_02102021
https://ew.edweek.org/nxtbooks/epe/ew_02032021
https://ew.edweek.org/nxtbooks/epe/ew_01202021
https://ew.edweek.org/nxtbooks/epe/ew_01132021
https://ew.edweek.org/nxtbooks/epe/ew_01062021
https://ew.edweek.org/nxtbooks/epe/ew_12092020
https://ew.edweek.org/nxtbooks/epe/ew_12022020
https://ew.edweek.org/nxtbooks/epe/ew_11252020
https://ew.edweek.org/nxtbooks/epe/ew_11182020
https://ew.edweek.org/nxtbooks/epe/ew_11042020
https://ew.edweek.org/nxtbooks/epe/ew_10282020
https://ew.edweek.org/nxtbooks/epe/ew_10212020
https://ew.edweek.org/nxtbooks/epe/ew_10142020
https://ew.edweek.org/nxtbooks/epe/ew_10072020
https://ew.edweek.org/nxtbooks/epe/ew_09302020
https://ew.edweek.org/nxtbooks/epe/ew_09232020
https://ew.edweek.org/nxtbooks/epe/ew_09162020
https://ew.edweek.org/nxtbooks/epe/ew_09092020
https://ew.edweek.org/nxtbooks/epe/ew_09022020
https://ew.edweek.org/nxtbooks/epe/ew_08262020
https://ew.edweek.org/nxtbooks/epe/ew_08192020
https://ew.edweek.org/nxtbooks/epe/ew_07152020
https://ew.edweek.org/nxtbooks/epe/ew_06172020
https://ew.edweek.org/nxtbooks/epe/ew_06102020
https://ew.edweek.org/nxtbooks/epe/ew_06042020
https://ew.edweek.org/nxtbooks/epe/ew_06032020
https://ew.edweek.org/nxtbooks/epe/ew_05132020
https://ew.edweek.org/nxtbooks/epe/ew_05062020
https://ew.edweek.org/nxtbooks/epe/ew_04292020
https://ew.edweek.org/nxtbooks/epe/ew_04082020
https://ew.edweek.org/nxtbooks/epe/ew_04012020
https://ew.edweek.org/nxtbooks/epe/ew_03252020
https://ew.edweek.org/nxtbooks/epe/ew_03182020
https://ew.edweek.org/nxtbooks/epe/ew_03112020
https://ew.edweek.org/nxtbooks/epe/ew_03042020
https://ew.edweek.org/nxtbooks/epe/ew_02262020
https://ew.edweek.org/nxtbooks/epe/ew_02192020
https://ew.edweek.org/nxtbooks/epe/ew_02122020
https://ew.edweek.org/nxtbooks/epe/ew_02052020
https://ew.edweek.org/nxtbooks/epe/ew_01222020
https://ew.edweek.org/nxtbooks/epe/ew_01152020
https://ew.edweek.org/nxtbooks/epe/ew_01082020
https://ew.edweek.org/nxtbooks/epe/ew_12112019
https://ew.edweek.org/nxtbooks/epe/ew_12042019
https://ew.edweek.org/nxtbooks/epe/ew_11272019
https://ew.edweek.org/nxtbooks/epe/ew_11132019
https://ew.edweek.org/nxtbooks/epe/ew_11062019
https://ew.edweek.org/nxtbooks/epe/ew_10302019
https://ew.edweek.org/nxtbooks/epe/ew_10232019
https://ew.edweek.org/nxtbooks/epe/ew_10162019
https://ew.edweek.org/nxtbooks/epe/ew_10092019
https://ew.edweek.org/nxtbooks/epe/ew_10022019
https://ew.edweek.org/nxtbooks/epe/ew_09252019
https://ew.edweek.org/nxtbooks/epe/ew_09182019
https://ew.edweek.org/nxtbooks/epe/ew_09112019
https://ew.edweek.org/nxtbooks/epe/ew_09042019
https://ew.edweek.org/nxtbooks/epe/ew_08282019
https://ew.edweek.org/nxtbooks/epe/ew_08212019
https://ew.edweek.org/nxtbooks/epe/ew_07172019
https://ew.edweek.org/nxtbooks/epe/ew_06192019
https://ew.edweek.org/nxtbooks/epe/ew_06122019
https://ew.edweek.org/nxtbooks/epe/ew_06032019
https://ew.edweek.org/nxtbooks/epe/ew_05152019
https://ew.edweek.org/nxtbooks/epe/ew_05082019
https://ew.edweek.org/nxtbooks/epe/ew_05012019
https://ew.edweek.org/nxtbooks/epe/ew_04242019
https://ew.edweek.org/nxtbooks/epe/ew_04172019
https://ew.edweek.org/nxtbooks/epe/ew_04102019
https://ew.edweek.org/nxtbooks/epe/ew_04032019
https://ew.edweek.org/nxtbooks/epe/ew_03202019
https://ew.edweek.org/nxtbooks/epe/ew_03132019
https://ew.edweek.org/nxtbooks/epe/ew_03062019
https://ew.edweek.org/nxtbooks/epe/ew_02272019
https://ew.edweek.org/nxtbooks/epe/ew_02202019
https://ew.edweek.org/nxtbooks/epe/ew_02132019
https://ew.edweek.org/nxtbooks/epe/ew_02062019
https://ew.edweek.org/nxtbooks/epe/ew_01232019
https://ew.edweek.org/nxtbooks/epe/ew_01162019
https://ew.edweek.org/nxtbooks/epe/ew_01092019
https://ew.edweek.org/nxtbooks/epe/ew_12122018
https://ew.edweek.org/nxtbooks/epe/ew_12052018
https://ew.edweek.org/nxtbooks/epe/ew_11282018
https://ew.edweek.org/nxtbooks/epe/ew_11142018
https://ew.edweek.org/nxtbooks/epe/ew_11072018
https://ew.edweek.org/nxtbooks/epe/ew_10312018
https://ew.edweek.org/nxtbooks/epe/ew_10242018
https://ew.edweek.org/nxtbooks/epe/ew_10172018
https://ew.edweek.org/nxtbooks/epe/ew_10102018
https://ew.edweek.org/nxtbooks/epe/ew_10032018
https://ew.edweek.org/nxtbooks/epe/ew_09262018
https://ew.edweek.org/nxtbooks/epe/ew_09192018
https://ew.edweek.org/nxtbooks/epe/ew_09122018
https://ew.edweek.org/nxtbooks/epe/ew_09052018
https://ew.edweek.org/nxtbooks/epe/ew_08292018
https://ew.edweek.org/nxtbooks/epe/ew_08222018
https://ew.edweek.org/nxtbooks/epe/ew_07182018
https://ew.edweek.org/nxtbooks/epe/ew_06202018
https://ew.edweek.org/nxtbooks/epe/ew_06132018
https://ew.edweek.org/nxtbooks/epe/ew_06062018
https://ew.edweek.org/nxtbooks/epe/ew_05302018
https://ew.edweek.org/nxtbooks/epe/ew_05232018
https://ew.edweek.org/nxtbooks/epe/ew_05162018
https://ew.edweek.org/nxtbooks/epe/ew_05092018
https://ew.edweek.org/nxtbooks/epe/ew_05022018
https://ew.edweek.org/nxtbooks/epe/ew_04252018
https://ew.edweek.org/nxtbooks/epe/ew_04182018
https://ew.edweek.org/nxtbooks/epe/ew_04112018
https://ew.edweek.org/nxtbooks/epe/ew_04042018
https://ew.edweek.org/nxtbooks/epe/ew_03212018
https://ew.edweek.org/nxtbooks/epe/ew_03072018
https://ew.edweek.org/nxtbooks/epe/ew_sr_03072018
https://ew.edweek.org/nxtbooks/epe/ew_02282018
https://ew.edweek.org/nxtbooks/epe/ew_02212018
https://ew.edweek.org/nxtbooks/epe/ew_02142018
https://ew.edweek.org/nxtbooks/epe/ew_02072018
https://ew.edweek.org/nxtbooks/epe/ew_01242018
https://ew.edweek.org/nxtbooks/epe/ew_01172018
https://ew.edweek.org/nxtbooks/epe/ew_01102018
https://ew.edweek.org/nxtbooks/epe/ew_12132017
https://ew.edweek.org/nxtbooks/epe/ew_11292017
https://ew.edweek.org/nxtbooks/epe/ew_11152017
https://ew.edweek.org/nxtbooks/epe/ew_11082017
https://ew.edweek.org/nxtbooks/epe/ew_11012017
https://ew.edweek.org/nxtbooks/epe/ew_10252017
https://ew.edweek.org/nxtbooks/epe/ew_10182017
https://ew.edweek.org/nxtbooks/epe/ew_10112017
https://ew.edweek.org/nxtbooks/epe/ew_10042017
https://ew.edweek.org/nxtbooks/epe/ew_09272017
https://ew.edweek.org/nxtbooks/epe/ew_09202017
https://ew.edweek.org/nxtbooks/epe/ew_09132017
https://ew.edweek.org/nxtbooks/epe/ew_09062017
https://ew.edweek.org/nxtbooks/epe/ew_08302017
https://ew.edweek.org/nxtbooks/epe/ew_08232017
https://ew.edweek.org/nxtbooks/epe/ew_07192017
https://ew.edweek.org/nxtbooks/epe/ew_06212017
https://ew.edweek.org/nxtbooks/epe/ew_06142017
https://ew.edweek.org/nxtbooks/epe/ew_06072017
https://ew.edweek.org/nxtbooks/epe/ew_05312017
https://ew.edweek.org/nxtbooks/epe/ew_05242017
https://ew.edweek.org/nxtbooks/epe/ew_05172017
https://ew.edweek.org/nxtbooks/epe/ew_05102017
https://ew.edweek.org/nxtbooks/epe/ew_04262017specialreport
https://ew.edweek.org/nxtbooks/epe/ew_04262017
https://ew.edweek.org/nxtbooks/epe/ew_04192017
https://ew.edweek.org/nxtbooks/epe/ew_04052017
https://ew.edweek.org/nxtbooks/epe/ew_03292017
https://ew.edweek.org/nxtbooks/epe/ew_03222017
https://ew.edweek.org/nxtbooks/epe/ew_03082017
https://ew.edweek.org/nxtbooks/epe/ew_03012017
https://ew.edweek.org/nxtbooks/epe/ew_02222017
https://ew.edweek.org/nxtbooks/epe/ew_02152017
https://ew.edweek.org/nxtbooks/epe/ew_02082017
https://ew.edweek.org/nxtbooks/epe/ew_01252017
https://ew.edweek.org/nxtbooks/epe/ew_01252017specialreport
https://ew.edweek.org/nxtbooks/epe/ew_01182017
https://ew.edweek.org/nxtbooks/epe/ew_01042017
https://ew.edweek.org/nxtbooks/epe/ew_12142016
https://ew.edweek.org/nxtbooks/epe/ew_12142016v2
https://ew.edweek.org/nxtbooks/epe/ew_11302016
https://ew.edweek.org/nxtbooks/epe/ew_11162016
https://ew.edweek.org/nxtbooks/epe/ew_11092016
https://ew.edweek.org/nxtbooks/epe/ew_11022016
https://ew.edweek.org/nxtbooks/epe/ew_10262016
https://ew.edweek.org/nxtbooks/epe/ew_10192016
https://ew.edweek.org/nxtbooks/epe/ew_10122016
https://ew.edweek.org/nxtbooks/epe/ew_10052016
https://ew.edweek.org/nxtbooks/epe/ew_09282016
https://ew.edweek.org/nxtbooks/epe/ew_09212016
https://ew.edweek.org/nxtbooks/epe/ew_09142016
https://ew.edweek.org/nxtbooks/epe/ew_09072016
https://ew.edweek.org/nxtbooks/epe/ew_08312016
https://ew.edweek.org/nxtbooks/epe/ew_08242016
https://ew.edweek.org/nxtbooks/epe/ew_08032016
https://ew.edweek.org/nxtbooks/epe/ew_08032016
https://ew.edweek.org/nxtbooks/epe/ew_07202016
https://ew.edweek.org/nxtbooks/epe/ew_01112017
https://ew.edweek.org/nxtbooks/epe/ew_06082016
http://ew.edweek.org/nxtbooks/epe/tc_06092016
http://ew.edweek.org/nxtbooks/epe/dc_06022016
https://ew.edweek.org/nxtbooks/epe/ew_06012016
https://ew.edweek.org/nxtbooks/epe/ew_05182016
https://ew.edweek.org/nxtbooks/epe/ew_sr_05112016
https://ew.edweek.org/nxtbooks/epe/ew_05112016
https://ew.edweek.org/nxtbooks/epe/ew_04272016
https://ew.edweek.org/nxtbooks/epe/ew_04202016
https://ew.edweek.org/nxtbooks/epe/ew_04132016
https://ew.edweek.org/nxtbooks/epe/ew_03302016
https://ew.edweek.org/nxtbooks/epe/ew_sr_03302016
https://ew.edweek.org/nxtbooks/epe/ew_03232016
https://ew.edweek.org/nxtbooks/epe/ew_03162016
https://ew.edweek.org/nxtbooks/epe/ew_03092016
https://ew.edweek.org/nxtbooks/epe/ew_02242016
https://ew.edweek.org/nxtbooks/epe/ew_sr_02242016
https://ew.edweek.org/nxtbooks/epe/ew_02172016
https://ew.edweek.org/nxtbooks/epe/ew_02102016
https://ew.edweek.org/nxtbooks/epe/ew_sr_01272016
https://ew.edweek.org/nxtbooks/epe/ew_01272016
https://ew.edweek.org/nxtbooks/epe/ew_01202016
https://ew.edweek.org/nxtbooks/epe/ew_sr_01132016
https://ew.edweek.org/nxtbooks/epe/ew_01132016
http://ew.edweek.org/nxtbooks/epe/qc_01072016
https://ew.edweek.org/nxtbooks/epe/ew_01062016
https://ew.edweek.org/nxtbooks/epe/ew_12092015
https://ew.edweek.org/nxtbooks/epe/ew_12022015
https://ew.edweek.org/nxtbooks/epe/ew_sr_11112015
https://ew.edweek.org/nxtbooks/epe/ew_11112015
https://ew.edweek.org/nxtbooks/epe/ew_11042015
https://ew.edweek.org/nxtbooks/epe/ew_10282015
https://ew.edweek.org/nxtbooks/epe/ew_10212015
https://ew.edweek.org/nxtbooks/epe/ew_sr_10212015
https://ew.edweek.org/nxtbooks/epe/ew_10142015
https://ew.edweek.org/nxtbooks/epe/ew_10072015
https://ew.edweek.org/nxtbooks/epe/ew_09302015
https://ew.edweek.org/nxtbooks/epe/ew_sr_09302015
https://ew.edweek.org/nxtbooks/epe/ew_09232015
https://ew.edweek.org/nxtbooks/epe/ew_09162015
https://ew.edweek.org/nxtbooks/epe/ew_09092015
https://ew.edweek.org/nxtbooks/epe/ew_08262015
https://ew.edweek.org/nxtbooks/epe/ew_08192015
https://ew.edweek.org/nxtbooks/epe/ew_08052015
https://ew.edweek.org/nxtbooks/epe/ew_07082015
https://ew.edweek.org/nxtbooks/epe/ew_06102015
http://ew.edweek.org/nxtbooks/epe/tc_06112015
http://ew.edweek.org/nxtbooks/epe/dc_06042015
https://ew.edweek.org/nxtbooks/epe/ew_06032015
https://ew.edweek.org/nxtbooks/epe/ew_05202015
https://ew.edweek.org/nxtbooks/epe/ew_sr_05132015
https://ew.edweek.org/nxtbooks/epe/ew_05132015
https://ew.edweek.org/nxtbooks/epe/ew_05062015
https://ew.edweek.org/nxtbooks/epe/ew_04222015
https://ew.edweek.org/nxtbooks/epe/ew_sr_04152015
https://ew.edweek.org/nxtbooks/epe/ew_04152015
https://ew.edweek.org/nxtbooks/epe/ew_04012015
https://ew.edweek.org/nxtbooks/epe/ew_03252015
https://ew.edweek.org/nxtbooks/epe/ew_sr_03182015
https://ew.edweek.org/nxtbooks/epe/ew_03182015
https://ew.edweek.org/nxtbooks/epe/ew_03042015
https://ew.edweek.org/nxtbooks/epe/ew_02252015
https://ew.edweek.org/nxtbooks/epe/ew_sr_02252015
https://ew.edweek.org/nxtbooks/epe/ew_sr_02182015
https://ew.edweek.org/nxtbooks/epe/ew_02182015
https://ew.edweek.org/nxtbooks/epe/ew_02042015
https://ew.edweek.org/nxtbooks/epe/ew_01282015
https://ew.edweek.org/nxtbooks/epe/ew_01212015
https://ew.edweek.org/nxtbooks/epe/ew_sr_01212015
https://ew.edweek.org/nxtbooks/epe/ew_01142015
http://ew.edweek.org/nxtbooks/epe/qc_01082015
https://ew.edweek.org/nxtbooks/epe/ew_01072015
https://ew.edweek.org/nxtbooks/epe/ew_12102014
https://ew.edweek.org/nxtbooks/epe/ew_12032014
https://ew.edweek.org/nxtbooks/epe/ew_11122014
https://ew.edweek.org/nxtbooks/epe/ew_sr_11122014
https://ew.edweek.org/nxtbooks/epe/ew_11052014
https://ew.edweek.org/nxtbooks/epe/ew_10292014
https://ew.edweek.org/nxtbooks/epe/ew_10222014
https://ew.edweek.org/nxtbooks/epe/ew_sr_10222014
https://ew.edweek.org/nxtbooks/epe/ew_10152014
https://ew.edweek.org/nxtbooks/epe/ew_10082014
https://ew.edweek.org/nxtbooks/epe/ew_sr_10012014
https://ew.edweek.org/nxtbooks/epe/ew_10012014
https://ew.edweek.org/nxtbooks/epe/ew_09242014
https://ew.edweek.org/nxtbooks/epe/ew_09172014
https://ew.edweek.org/nxtbooks/epe/ew_09102014
https://ew.edweek.org/nxtbooks/epe/ew_08272014
https://ew.edweek.org/nxtbooks/epe/ew_08202014
https://ew.edweek.org/nxtbooks/epe/ew_sr_08202014
https://ew.edweek.org/nxtbooks/epe/ew_08062014
https://ew.edweek.org/nxtbooks/epe/ew_07092014
https://ew.edweek.org/nxtbooks/epe/ew_06112014_v2
https://ew.edweek.org/nxtbooks/epe/ew_06112014
http://ew.edweek.org/nxtbooks/epe/dc_06052014
https://ew.edweek.org/nxtbooks/epe/ew_06042014
https://ew.edweek.org/nxtbooks/epe/ew_05212014
https://ew.edweek.org/nxtbooks/epe/ew_05142014
https://ew.edweek.org/nxtbooks/epe/ew_05072014
https://ew.edweek.org/nxtbooks/epe/ew_sr_04232014
https://ew.edweek.org/nxtbooks/epe/ew_04232014
https://ew.edweek.org/nxtbooks/epe/ew_04162014
https://ew.edweek.org/nxtbooks/epe/ew_04022014
https://ew.edweek.org/nxtbooks/epe/ew_03262014
http://ew.edweek.org/nxtbooks/epe/tc_20140313
https://ew.edweek.org/nxtbooks/epe/ew_03122014
https://ew.edweek.org/nxtbooks/epe/ew_sr_03052014
https://ew.edweek.org/nxtbooks/epe/ew_03052014
https://ew.edweek.org/nxtbooks/epe/ew_02262014
https://ew.edweek.org/nxtbooks/epe/ew_sr_02192014
https://ew.edweek.org/nxtbooks/epe/ew_02192014
https://ew.edweek.org/nxtbooks/epe/ew_01292014_v2
https://ew.edweek.org/nxtbooks/epe/ew_02052014
https://ew.edweek.org/nxtbooks/epe/ew_01292014
https://ew.edweek.org/nxtbooks/epe/ew_01222014
https://ew.edweek.org/nxtbooks/epe/ew_01152014
http://ew.edweek.org/nxtbooks/epe/qc_01092014
https://ew.edweek.org/nxtbooks/epe/ew_01082014
https://ew.edweek.org/nxtbooks/epe/ew_12112013
https://ew.edweek.org/nxtbooks/epe/ew_12042013
https://ew.edweek.org/nxtbooks/epe/ew_11132013
https://ew.edweek.org/nxtbooks/epe/ew_11062013
https://ew.edweek.org/nxtbooks/epe/ew_sr_10302013
https://ew.edweek.org/nxtbooks/epe/ew_10302013
https://ew.edweek.org/nxtbooks/epe/ew_10232013
https://ew.edweek.org/nxtbooks/epe/ew_10162013
https://ew.edweek.org/nxtbooks/epe/ew_10092013
https://ew.edweek.org/nxtbooks/epe/ew_sr_10022013
https://ew.edweek.org/nxtbooks/epe/ew_10022013
https://ew.edweek.org/nxtbooks/epe/ew_09252013
https://ew.edweek.org/nxtbooks/epe/ew_09182013
https://ew.edweek.org/nxtbooks/epe/ew_09112013
https://ew.edweek.org/nxtbooks/epe/ew_08282013
https://ew.edweek.org/nxtbooks/epe/ew_sr_08212013
https://ew.edweek.org/nxtbooks/epe/ew_08212013
https://ew.edweek.org/nxtbooks/epe/ew_08072013
https://ew.edweek.org/nxtbooks/epe/ew_07102013
https://ew.edweek.org/nxtbooks/epe/ew_06122013
http://ew.edweek.org/nxtbooks/epe/dc_06062013
https://ew.edweek.org/nxtbooks/epe/ew_06052013
https://ew.edweek.org/nxtbooks/epe/ew_sr_05222013
https://ew.edweek.org/nxtbooks/epe/ew_05222013
https://ew.edweek.org/nxtbooks/epe/ew_05152013
https://ew.edweek.org/nxtbooks/epe/ew_05082013
https://ew.edweek.org/nxtbooks/epe/ew_sr_04242013
https://ew.edweek.org/nxtbooks/epe/ew_04242013
https://ew.edweek.org/nxtbooks/epe/ew_04172013
https://ew.edweek.org/nxtbooks/epe/ew_04032013
https://ew.edweek.org/nxtbooks/epe/ew_03272013
https://ew.edweek.org/nxtbooks/epe/ew_03132013
http://ew.edweek.org/nxtbooks/epe/tc_20130314
https://ew.edweek.org/nxtbooks/epe/ew_03062013
https://ew.edweek.org/nxtbooks/epe/ew_02272013
https://ew.edweek.org/nxtbooks/epe/ew_sr_02202013
https://ew.edweek.org/nxtbooks/epe/ew_02202013
https://ew.edweek.org/nxtbooks/epe/ew_sr_02062013
https://ew.edweek.org/nxtbooks/epe/ew_02062013
https://ew.edweek.org/nxtbooks/epe/ew_01302013
https://ew.edweek.org/nxtbooks/epe/ew_01232013
https://ew.edweek.org/nxtbooks/epe/ew_01162013
http://ew.edweek.org/nxtbooks/epe/qc_01102013
https://ew.edweek.org/nxtbooks/epe/ew_01092013
https://ew.edweek.org/nxtbooks/epe/ew_12122012
https://ew.edweek.org/nxtbooks/epe/ew_12052012
https://ew.edweek.org/nxtbooks/epe/ew_sr_11142012
https://ew.edweek.org/nxtbooks/epe/ew_11142012
https://ew.edweek.org/nxtbooks/epe/ew_11072012
https://ew.edweek.org/nxtbooks/epe/ew_10312012
https://ew.edweek.org/nxtbooks/epe/ew_sr_10242012
https://ew.edweek.org/nxtbooks/epe/ew_10242012
https://ew.edweek.org/nxtbooks/epe/ew_10172012
https://ew.edweek.org/nxtbooks/epe/ew_10102012
https://ew.edweek.org/nxtbooks/epe/ew_10032012
https://ew.edweek.org/nxtbooks/epe/ew_09262012
https://ew.edweek.org/nxtbooks/epe/ew_09192012
https://ew.edweek.org/nxtbooks/epe/ew_09122012
https://ew.edweek.org/nxtbooks/epe/ew_08292012
https://ew.edweek.org/nxtbooks/epe/ew_sr_08222012
https://ew.edweek.org/nxtbooks/epe/ew_08222012
https://ew.edweek.org/nxtbooks/epe/ew_20120829
https://ew.edweek.org/nxtbooks/epe/ew_sr_08292012
https://ew.edweek.org/nxtbooks/epe/ew_20120822_v2
https://ew.edweek.org/nxtbooks/epe/ew_20120822
https://ew.edweek.org/nxtbooks/epe/ew_test
http://ew.edweek.org/nxtbooks/epe/diplomascount_2012issue34
https://www.nxtbookmedia.com