FINAL REPORT
Psychology Experiments on the Internet: Use of Shockwave Technology
Grantee Organization
University of Mississippi
University, MS 38677
Grant Number: P116B970238
Project Dates
Starting Date: Sept. 1, 1997
Ending Date: Dec. 31, 2000
Number of Months: 39
Kenneth O. McGraw, Dept. of Psychology
Mark D. Tew, Dept. of Electrical Engineering
University, MS 38677
Telephone: 662-915-5192
Grant Award:
Year 1 $69,979
Year 2 $73,563
Year 3 $74,064
Total $217,606
Project Summary
In three years, our goal of creating a web-based co-laboratory for use in training students in experimental psychology has gone from a mere concept to PsychExperiments http://psychexps.olemiss.edu , an instructional resource for 326 psychology classes at a broad variety of institutions ranging from comprehensive universities to community colleges and high schools. Over the past 19 months, better than 18,000 data sessions have been conducted at the site providing students with real data to analyze and report. Starting with three site contributors, we now have 29, many of whom participated in grant-sponsored workshops to acquire the skills needed to develop materials that could be added to the communal site.
Executive Summary
Psychology Experiments on the Internet: use of Shockwave Technology
A. Information for FIPSE
We have been very proud to have FIPSE support through the first three years of our project because the cachet "FIPSE-funded" has immediate credibility in the academic world. This has been important in attracting site users and workshop participants.
B. Project Overview
The PsychExperiments project grew out of a faculty training workshop attended by PI McGraw at the University of Mississippi in 1996. The workshop, taught by PI Tew, was designed to encourage the use of multimedia computer applications in the classroom. Interactions during the workshop led McGraw and Tew to discover that Authorware, a Macromedia product, was an excellent experiment generator and that experiments developed using this tool could be presented via the Internet to students. This discovery fostered the vision of a web-based, co-laboratory that would permit any institution with a computer and Internet connection to offer a laboratory course in psychology. The core of the co-laboratory would be a set of experiments developed in Authorware by Tew, McGraw, and a graduate student webmaster-John Williams. The initial core would be modified and supplemented based on contributions from faculty who chose to use the site and participate in training workshops. Each experiment at the site was designed to write data to a single cumulative data archive that could be shared by all the site users. Among many advantages of the cumulative archive, it would give a means for instructors of small classes to obtain datasets large enough to address questions regarding between-subject differences and effects that might be subtle.
C. Purpose
In brief, the purpose of the PsychExperiments project was to provide a web-based, community owned and developed co-laboratory for use by psychology classes, with the main beneficiaries being students and instructors in laboratory classes. Over time and by force of communal effort and continued evolution, the set of experiments would become larger, better crafted, and more up-to-date than any of the locally available alternatives. Moreover, the experiments would link to a database where results could be stored for later download.
D. Background and Origins
Laboratory courses in which students learn to design experiments, collect and analyze data, and report findings are a required part of the curriculum at 90% of the institutions with undergraduate psychology programs. Typically, the courses use computer-based activities because computers are the preferred laboratory instrument for stimulus delivery and measurement in many experimental areas of psychology. Most psychology departments feel compelled, therefore, to locate undergraduate laboratory space and to equip the space with computers and software. With a website to serve as a laboratory, departments would be freed from the need to provide a physical laboratory, the computers used to access the site could be anywhere, and the programs run on the computers could be shareware.
E. Project Description
The project consists first and foremost of a website http://psychexps.olemiss.edu which offers the following:.
Addiitional project components are a network of users and developers who are committed to the website and its technology. This network has been forged through diligent outreach efforts involving conference presentations, e-mails, phone calls, and workshops. One clear sign of the growing commitment to the site is that we have mirror servers at the University of Edinburgh in the UK and at the University of Iowa.
F. Evaluation/Project Results
Site Use. PsychExperiments has been used by 326 classrooms worldwide at 231 different institutions. Although the site can be accessed via four URLs, the most heavily used is the original olemiss.edu/psychexps address which is currently getting an average of 350 hits per day. Data submissions to the site from research participants will be well in excess of 20,000 by the end of the current semester. The download offerings at the site are very popular. Records for this academic year alone show 3021 data downloads, 924 downloads of our substantially improved analysis macros, and 1762 downloads of experiment source code.
Effects on Learning. Student and faculty response to the site has been uniformly enthusiastic with considerable evidence that students find the experiments engaging and stimulating. The site is applauded for convenience, quality of materials, and the added insight that comes from being able to participate in experiments rather than just read about them.
Community of developers. In order to promote community development of PsychExperiments we conducted four on-campus workshops for a total of 42 invited participants. Evaluations of the workshops in terms of total experience, amount learned, and confidence in one's ability to use Authorware to make an independent site contribution resulted in very high ratings (4.67, 4.61, and 4.61 on a Low=1, High=5 scale). The 3 ˝ day worskhops have resulted in contributions to the site from 23 of the participants thus far with a few yet to come in. We had hoped for a somewhat higher return rate. Nonetheless, the workshops have been extremely valuable in promoting the community concept. The participants are now promoters of the site among their peers. Seven of them have made convention presentations reporting on their use of PsychExperiments or on some technical aspect of web-delivery of experiments.
Cost Savings. Using PsychExperiments in lieu of alternatives makes its possible for instructors to include data gathering activities in their classes without having to buy software. Also, departments do not need to provide students with computers for their laboratory work. In a survey of instructors using the site, 53% strongly agreed and 29% agreed (82% total) that longterm use of PsychExperiments would save their departments money.
Presentations and Workshops. During the three years of the grant, an important component in our plan to build a community of users has been professional presentations. To date, we have given 21 presentations and/or workshops at professional meetings or on university campuses.
Publications, Publicity, and Awards. In addition to outreach via presentations and workshops, we have submitted journal articles. The first article, published in the technical journal Behavioral Research Methods Instruments & Computers, reported on our findings in a survey of the need for a website such as PsychExperiments. The second was a book chapter in Micahel Birnbaum's Psychology Experiments on the Internet published by Academic Press. The third has been the most significant-an article reporting on the fact that data from the site mirror laboratory data. This article appeared in Psychological Science, the member's journal of the American Psychological Society.
In addition to publicity generated by articles we have published, we have been fortunate in getting some free publicity. Most notably there was a feature story in the APS Observer and two feature stories in the APA Monitor. These publications go to virtually every psychologist in this country and many abroad in that they are member publications of the American Psychological Society and the American Psychological Association, respectively. Awards received by the site include 1st Place in the Learning Software Design competition hosted by the Univ. of Minnesota and honorable mention in Macromedia's eLearning Award competition (June, 2000), with special recognition for technical excellence.
Dissemination. Our ultimate goal for PsychExperiments at this point is that it be taken over by one of the professional organizations-either APS or APA-and offered to members as a benefit. To make this happen, we need to continue building our user base, improving the site technology, and training more developers. Funding we have received from NSF to develop training materials and to purchase a high-end server with state-of-the-art security and reliability will be very important in this effort. As the site continues to become an established part of the infrastructure for education in psychology, it will be easier to convince the professional organizations that operating the site will be good both for psychology education and for their organizations.
G. Summary, Conclusions, and Lessons Learned
The project we envisioned in 1997 for conducting psychology experiments via a communal website featuring shareware programs and a single data archive has proved viable. The most important thing we have learned is that the acceptance of innovations within the academic community is slow and requires sustained outreach. We are committed to continuing the outreach, and we have absolute confidence that PsychExperiments is a much-needed innovation with a very bright future.
BODY OF REPORT
A. INFORMATION FOR FIPSE
We have been very proud to have FIPSE support through the first three years of our project because projects with the cachet FIPSE-funded have immediate credibility in the academic world. This has been important in attracting site users and workshop participants. The FIPSE staff with whom we have worked have understood our needs and been willing to support them. For example, our project has required equipment and we have been permitted to acquire first a Macintosh computer, which was needed to develop the cross platform versions of our Authorware programs, and then an NT server to use in lieu of the campus Unix server, which gave us far more control over our site. At the end of our project we were able to apply residual funds toward the purchase of a laptop for use in the off-site demonstrations we use for dissemination and outreach. In September of 2000 we received a site visit that permitted us to show first hand some our work.
B. PROJECT OVERVIEW
The PsychExperiments project grew out of a faculty training workshop at the University of Mississippi in 1996. The workshop, taught by PI Tew, was designed to encourage the use of multimedia computer applications in the classroom. One of the software packages shown to faculty during the workshop was Authorware, a programming tool that permits users to develop highly interactive computer programs. As a final project in the workshop, participants had to develop a computer application for use in their classes. PI McGraw chose to do an experiment involving the Stroop phenomenon. The goal was to have a single experiment that could be added to the repertoire of mostly home-grown experiments that were the mainstay for McGraw's laboratory course in psychology. Working on this task jointly, McGraw and Tew discovered that Authorware is an excellent tool for generating experiments and that is relatively easy to master. Moreover, they learned that Authorware produces web-deliverable products. All it takes is a plug-in for the web browser, which at the time was called a Shockwave plug-in. (Now it is known as the Authorware Web Player.)
The combination of these discoveries set off the mutual realization that McGraw's goal of providing a stand-alone experiment for use locally by his students was absurdly small in scope. One could create a package of experiments that could be used by anyone with an Internet connection. No longer would McGraw's students have to use the lone computer then available to them in the Psychology Department to collect data at an appointed time. They could use any machine, anywhere. And access would not be limited to McGraw's students. Anyone could participate. Moreover, if McGraw and Tew were willing to share the experiments they developed with other laboratory classes, then other faculty might develop other experiments that they would be willing to share. The end result could be a co-laboratory consisting of a vast variety of experimental opportunities, some support materials, and most importantly a database with a cumulative record of the all the experimental sessions run for each of the experiments at the site. That was essentially the vision we developed for PsychExperiments in 1996 and it is the one we have realized today.
PsychExperiments consists of a set of laboratory experiments used primarily by laboratory classes and a set of research experiments that are used to collect proprietary data regarding an empirical or theoretical concern of interest to the initiator of the experiment. The site is visited by hundreds of students, faculty, and others each day for the purpose of participating in one or more of these experiments or obtaining data from them. The co-laboratory concept has been fulfilled not only by having users who share the resources but by having developers who have shared their contributions with us. As documented in detail below, the initial 3-person team at PsychExperiments launched the site and produced its initial content, but all of the novel content coming in at present is produced by others, primarily those who have participated in grant-supported workshops to learn to use Authorware.
C. PURPOSE
The purpose of the PsychExperiments project was to provide a web-based co-laboratory for use by psychology classes, with the main beneficiaries being students and instructors in laboratory classes. In addition to providing a shared resource, we planned to build a community of developers who would borrow from and, then, contribute back to the site. This purpose was established from recognition of the fact that a primary advantage of the Web is that it permits sharing. Any one experiment, any html page, and dataset is not a final finished product; rather, the experiments and html pages can be edited, added to, and improved in functionality and the datasets can be appended semester to semester and year to year. One person can do this, but in our case we wanted a community of people to contribute. In the grand vision, therefore, our purpose was to permit faculty to build jointly a website featuring an ever-growing set of experiments that could be used in the instruction of psychology students. Over time and by force of continued evolution, the set of experiments would become larger, better crafted, and more up-to-date than any of the locally available alternatives. Moreover, the experiments would link to a database where results could be stored and later downloaded. When we began the site, ours was not the only one that offered "experiments' via the Web (though many were just form-based applications of HTML), but none offered shared data. In the absence of data collection, experiments can be used for instructional purpose but they cannot be used for doing science, which is the primary goal of laboratory classes.
D. BACKGROUND AND ORIGINS
Laboratory courses in which students learn to design experiments, collect and analyze data, and report findings are considered a fundamental part of the psychology curriculum at nearly every undergraduate institution. According to a survey we conducted, 92% of departments offer such a course and 90% make degrees contingent on students taking such a course (Williams & McGraw, 1999). In addition, most departments have independent research opportunities that students can complete for credit. The introduction of inexpensive computers capable of running programmed experiments revolutionized these traditional laboratory experiences in the years after 1977, the year in which Apple IIs were introduced, to the point that there was a sudden, widespread need to establish computer labs for student use. As funds became available, departments purchased computers and laboratory software packages from developers like CONDUIT, Life Science Associates, or Psychology Software Tools, Inc. and then proudly declared the opening of their computerized undergraduate labs.
The problem with this approach then and now is that funding for equipment and software is aperiodic, whereas hardware and software developments are on a perpetual upward trajectory. Keeping up with the curve has been a problem for every department that has established student labs, and for most, the best they are able to do is to occasionally brush against the curve in those years when one-time money is available.
The Internet offered an obvious solution to the problem in that web-deliverable programs could be shareware for laboratory classes and the student computers could be any Internet connected computer. When we started our project, however, no one had exploited this opportunity. There were some websites that offered isolated experiments programmed in Java or some HTML form-based activities, but none of these sites even approached being a laboratory. They served either as demonstration sites or as a means of collecting proprietary data. They did not offer students the chance to collect data on themselves and classmates and then download the data for analysis. PsychExperiments filled this void.
E. PROJECT DESCRIPTION
The project consists first and foremost of a website http://psychexps.olemiss.edu which offers the following:.
Addiitional project components are a network of users and developers who are committed to the website and its technology. This network has been forged through diligent outreach efforts involving conference presentations, e-mails, phone calls, and workshops. One clear sign of the growing commitment to the site is that we have mirror servers at the University of Edinburgh in the UK and at the University of Iowa. The Edinburgh server is particularly important because it permits UK participation in the site at no cost. If experiments were obtained from a US-based server, the UK users would have to pay indirectly via a charge to their universities. Because of this policy universities only allow undergraduates to access US-based sites that are mirrored or available via proxy servers. PsychExperiments would be off limits to most undergraduates without the mirror. What is true in the UK may soon be true in all of Europe.
Reaching the current state of development has been an arduous task made more difficult by unforeseen problems in the technology in the areas of evolution of Authorware, cross-platform compatibility, site development, load on the server, and emerging needs.
F. EVALUATION/PROJECT RESULTS
When we first proposed PsychExperiments, we pointed to a number of advantages that
Web-based experiments have over alternative technologies for both students and professors. The
following is a summary of those advantages and some data to document that the promised
advantages are being realized.
strongly agreed or
agreed that learning in a specific class had been enhanced; and 85%
strongly agreed or agreed that their students' interest had been
enhanced. Usage Statistics There are a number of relevant
measures of site usage: Number of
website visits, number of data entries to
the database, number of downloads of
data, macros, and code; number of
classrooms registered to collect data at
the site, number of listerv members. Hits on Website. One of the
simplest measures of site usage is
number of hits. The data in Figure 1
show median number of hits per day on
our initial web server-a campus Unix
server-- during our six semesters of
operation. In that the URL for this
machine is the one we have broadcast
most widely, it receives the heaviest use.
However, the growth in site use on this
server is an underestimate of actual
growth in site use because we now have
three additional servers. Hits on these
machines are not reflected in the Figure 1
data. The additional servers are an NT
server at UM, a Linux server at the Univ. of
Edinburgh, and an NT server at Iowa.
Adding data on hits/day for these machines
would reveal even more explosive growth in
site usage. Number of data entries. A data entry
is created whenever a person completes an
experiment and chooses the "send data"
option. Data in the figure are from the
current PsychExperiments database and The table to the left shows the top
20 institutional users in terms of database
submissions. Download Activity. An important
feature of the site, one that in fact makes
the site totally unique, is that we permit downloads of (1) data from the cumulative database, (2)
macros for analyzing the data, and (3) source code for the experiments. These three offerings
document that the site serves as a collaboratory promoting the sharing of resources. The
download opportunities have been very popular
as shown in the data to the right, which gives
download information for data, macros, and
source code by laboratory experiment. Data
downloads from the database have been tracked
since Nov 1, 1999. In the 16 month period from
then until the time of this report (March, 2001),
there have been 949 downloads of Excel
macros, 5067 data downloads, and 2936 source
code downloads. The data and source code totals
in Table 1 are less than the totals given here
because the table only reports downloads of
laboratory experiment materials. The additional
downloads were for materials from research
experiments. Experiment Name Macros Data Code Covert Attention 25 103 45 Dichotic Listening 42 56 71 Facial Recognition 83 296 145 Gender Perception 28 467 77 Lateralized Stroop 51 315 78 Lexical Decision 19 39 68 Line Motion 35 228 69 Maze 42 82 99 Mental Rotation 102 518 180 Mueller-Lyer 50 291 100 Perception of Gender 75 461 78 Pitch Memory 34 122 52 Poggendorff 28 116 64 Political Poll 37 50 36 Ponzo 23 44 61 RT Sound 72 363 63 RT Color 26 29 196 Self Reference 76 502 107 Word Recognition 101 542 203 Total 949 4624 1792 Listserv Members. We maintain a
listserv to provide updates and information
sharing regarding PsychExperiments. There are
178 listserv members at present. Most are faculty currently collecting data at the site whether for
themselves or their classes. Classrooms Using the Site. In the spring semester of 2001 there were 326 classrooms at
231 institutions worldwide signed up to collect data at our site for use by their students. This
statistic more than any other speaks to the success of our 3-year project. Heaviest use is in the
USA where users include 75 classrooms in the southeast, 50 in the southwest, 14 in the
northwest, and 125 in the northeast. Abroad there are 2 classrooms in Africa, 7 in Asia, 9 in
Australia, 2 in South America, 7 in Canada, and 25 in Europe. Because the list of registered
users is so long, it is included as an appendix rather than a table. One of the most striking
features of the list is the number of small, unheralded institutions that are using the site. In
developing our proposal, a goal was to enable smaller universities to offer a laboratory
experience to their undergraduates that they would not be able to offer without the Internet
resource. Workshops In May and August of 1999 and 2000, we conducted Thursday-Sunday workshops for
faculty invited to the Univ. of Mississippi to learn to develop programs in Authorware for use at
PsychExperiments. Of the 42 people trained in workshops (see list in Appendix B), 23 have one
or more experiments at the site presently (55%). We had hoped for a 75% success rate. The
shortcoming is due to a number of factors including workshop design, participant selection, and
inadequate post-workshop follow-up. Despite the fact that we did not meet our target, we are
still pleased to have so many co-developers at the site, nearly all of whom came to us not only as
Authorware novices but as novices and semi-novices (56%) for any kind of programming. In
addition to those trained in workshops, we have attracted contributions from four people who
were already competent in Authorware. If one grades the workshops on participant response to the workshops rather than ultimate
success in developing an independent contribution, the workshops were extremely successful. On
a scale of 1 (low) to 5 (high), the mean rating for the total workshop experience was 4.67 of 5.
One participant made this kind remark: "Nicest people I've dealt with in some time. Your
willingness to do all this work FOR us is simply unbelievable. This is the true spirit of
academia, and its VERY nice to see that it hasn't completely disappeared. Thank you." Quality
of instruction was given a mean numerical rating of 4.61. Comments provided lots of praise,
particularly for Mark Tew, the lead instructor. This one is typical: "I thought the workshop was
well-structured. The training modules were good and I appreciated the time to recreate what was
demonstrated (and/or the challenge of seeing a finished product and being asked to create it).
MarkTew is an excellent trainer." Amount learned was rated 4.61. One participant said, "I have
struggled with 2 previous programming languages and am dead certain that you could not
possibly gain this level of programming skills [in those languages] in such a short workshop.
Another said, "I know I have more to learn but I am amazed at my level of proficiency!", and
when workshop participants were asked how confident they were that they could begin
developing their own contributions to PsychExperiments, 72% expressed extreme confidence
and just 11% said they were unsure. PsychExperiments has benefitted tremendously by having
42 faculty to work with us so closely and then carry away such positive views of the site, its
technology, and their own capacity to contribute to it. Presentations and Workshops The following list of presentations and workshops summarizes the product of outreach
activities funded by the grant. Professional Publications The following is a list of publications that have resulted from our grant-related efforts: Publicity in the Press The website was featured in serveral notable publications, as documented below. Awards The following is a list of awards that have been given to PsychExperiments. Continuation and Dissemination Our ultimate goal for PsychExperiments at this point is that it be taken over by one of the
professional organizations-either APS or APA-and offered to members as a benefit at low or no
cost. To make this happen, we need to continue building our user base, improving the site
technology, and training more developers. Funding we have received from NSF to develop
training materials and to purchase a high-end server with state-of-the-art security and reliability
will be very important in this effort. As the site continues to become an established part of the
infrastructure for education in psychology, it will be easier to convince the professional
organizations that operating the site will be good both for psychology education and for their
organizations. G. SUMMARY AND CONCLUSIONS The major lesson we have learned is that Romer's Rule on the diffusion of innovations
prevails in the academe as it does in biological evolution. This means that change in academia is
conservative change, typically forced rather than elected. For faculty who have adequate
instructional resources at present, the availability of web technology that offers unprecedented
opportunities to build collective resources and to establish effective collaborations is not a
sufficient enticement to promote involvement in the new technology. Faculty in less well funded
institutions, however, are much more likely to be dissatisfied with existing resources for doing
their job, and these are the ones who are most interested in the novel possibilities available via
the Web. We have been struck, therefore, by the quick and eager acceptance PsychExperiments
has received from faculty at the smaller, less significant institutions in this country. When we
solicited applications for our workshops, for example, they came almost invariably from faculty
at schools we had never heard of. Unsolicited e-mails arrive from faculty in these schools as well.
Seldom do we hear from anyone at a major state institution or any of the prestigious, well-funded
private institutions. This has been a marvel to us, and it has been extremely gratifying to think
that PsychExperiments might be serving to level the playing field a bit. Nonetheless, the general
reluctance to adopt the new that characterizes so many academics has made clear the importance
of sustained outreach. A build-it-and-they-will-come approach may work for Iowa ball fields but
not for innovations in higher education. APPENDICES A. Registered Users in March 2001 B. Workshop Participants C. Copies of Publications D. Copies of Press Reports List of Users
Convenience
Large datasets
experiment sessions had been conducted at
PsychExperiments by mid-March of this academic year with four
experiments having in excess of 1000 data records. The top ten are
Mental Rotation - 2208, Self Reference - 1753, Lateralized Stroop -
1463, Reaction Time Color - 1403, Perception of Gender - 1366,
Word Recognition - 1133, Mueller Lyer - 917, Line Motion - 842,
Poggendorff - 801, and Covert Attention - 546
Large datasets
permit study
of phenomena
with small
effects and
the
determination
of null
effects (1)
Our data permit the inference that
there is no gender X visual field interaction in word recognition
speeds (which would be hypothesized based on the view that the
males' brains are more lateralized than females' brains).
Large datasets
permit
distributional
analyses
Speed of data
collection
Student
learning and
interest
Alterable
programs
Cost saving

represent data submitted beginning Fall 99.
These data show a steady increase in the
number of data sessions conducted at the
site with the total data entries over the two-year period projected at 23,303. This figure
is based on the current data submission rate
which has produced 4946 entries halfway
through the Spring 01 semester. The actual
data count at the time of this report
(March, 2001) is 18,357. During our first
year of operation, AY 98-99, we collected
about 1000 additional data records. Those
data are not included in the current
database because many of the experiments
used to create the data were modified
during the summer of '99, so that the
earlier data are not directly comparable. 
Number of Downloads of Macros,
Data, and Source Code Broken Down by Experiment Name at PsychExperiments
Appendix A
Institution
Classroom
Region Acadia University
Sullivan's Psyc 2023
ONA Acadia University
Sullivan's Psyc 3083
ONA Adams State
Kubeck's Cognitive Psychology
USNW Adams State College
Riniolo's Experimental Psychology
USSW Adrian College
Hammerle's Research Methods
USNE American College Dublin
Yore's Experimental Design
EUR Anderson University
Lockhart's Capstone Research
USNE Arizona State University
Floyd's Nonverbal Communication
USSW Arkansas State Univ.
Yanowitz's Cog.Psy.
USSE Auburn University Montgomery
Mills' Intro to Psych
USSE Auburn University Montgomery
Mills' Perception
USSE Augusta State Univ.
Topolski's Introduction to Psychology
USSE Augusta State Univ.
Topolski's PSYC3122 Research Methods
USSE Augusta State Univ.
Topolski's PSYC4165 Cognition and Learning
USSE Barry University
Szuchman's Psy 333
USSE Berkley College
Eberle's Intro Psych
USNE Bethel College
Krehbiel's PSY211 General Psychology
USSW Bethel College
Young's Cognitive Psychology
USSW Birmingham Southern College
Pitts' Cognitive Psychology
USSE Birmingham Southern College
Pitts' Research Methods
USSE Blinn College
Thomas's General Psych 2314
USSW Bluffton College
Nath's IntroPsych1
USNE Bluffton College
Nath's IntroPsych2
USNE Bluffton College
Nath's Psych Assts
USNE Bournemouth University
Taylor's BSc Applied Psychology and Computing
EUR Brookdale Community College
Richardson's Human Development 1
USNE Brookdale Community College
Richardson's Intro Psych
USNE Brown University
Cohen's Neuropsychology
USNE Cabrini College
Tomasco's PSY 122
USNE Cabrini College
Tomasco's Research Practicum
USNE California State Polytechnic University
Mayo's Psy 433
USSW California State University(San Marcos)
Grimshaw's PSYC393
USSW Campbellsville University
Simipson's Experimental Psychology
USSE Carl Sandburg High School
Matiya's AP Psych
USNE Carnegie Mellon University
Fay's Research Methods
USNE Central Lakes College
Dorschner's Psy 2421
USNE Central Lakes College
Dorschner's Psy 2421 Summer
USNE Cheltenham and Gloucester College of Higher
Education
Mason's Investigative Methods
EUR Cheltenham and Gloucester College of Higher
Education
Mason's PY208
Chowan College
McKemy's Clinical Psychology
USSE Chowan College
McKemy's General Psychology
USSE Chowan College
McKemy's Developmental Psychology
USSE Chowan College
McKemy's Psych and Law
USSE City University of Hong Kong
Lai's Perception and Cognition
ASIA City University of Hong Kong
Lai's Psychological Principles
ASIA City University of Hong Kong
Lai's Psychology Principles Applied to Science and Technology
ASIA College of Charleston
Marcell's Lab in Cognitive Psy
USSE College of Mount St Vincent
Berger's Learning and Cognition
USNE College of Southern Idaho
Frigo's General Psy
USNW Columbia College
Shirley's Psych 495
USSE Columbus State Univ.
Dugas' Research Design and Methodology
USSE Columbus State University
Schmidt's Psyc 4285
USSE Concordia College
Buslig's Methods of Inquiry (COM 201B)
USNW CSIU LPN Career Center
Nunan's Psychology
USNE Cumberland College
Huffman's Psyc 344
USSE Curtin University of Technology
Barrett's Research Methods 111
AUS Curtin University of Technology
Pollock's Percpetion
AUS De La Salle University (Manila)
Janetius's Pilot Study
ASIA Deakin University
Armatas' HPS201 Research Methods A
AUS Delta State University
Hamon's Psychological Tools
USSE Delta State University
Hutchens Psy 314 Social Cog
USSE Delta State University
Hutchens Learning and Cognition
USSE Delta State University
Hutchens Sensation and Perception
USSE Denison University
Hassebrock's Cognitive Psychology
USNE Denison University
Hassebrock's General Psychology
USNE Dominican University of California
Matthews' Directed Research
USSW East Stroudsburg University
Experimental Psychology
USNE Eastern Michigan University
Bonem's PSY 301
USNE Eastern Nazarene College
Ross's Psy. 492
USNE Edinboro Univ.
Levine's Psy 227
USNE Edinboro Univ.
Culbertson's Psy 227
USNE Edinboro Univ.
McLaren's Psy 227
USNE Eisenhower High School
Andrews' AP Psychology
USNE Emory and Henry College
Crabb's Psych 440: Cognitive Science
USSE Escuela Campo Alegre
Jenkin's IB Psychology HL
SA Fachhochschule Kaiserslautern
Dinter's Learning Methods
EUR Fæærøøernes Gymnasium
Alstrup's Psychology
EUR Florida International University
Beneckson's Psy2020
USSE Florida State University
Stanfield's EXP 3503L
USSE Florida State University
Tuffiash's EXP 3503
USSE Føøroya Studentaskúúli
Alstrup's Sáálarfrøøðði
EUR Francis Marion University
Wages' Research Methodology
USSE Francis Marion University
Warner's Sensation and Perception Lab Research
USSE Franklin County High School
Guess's Criminal Justice
USSE Fullerton College
Kyle's Research Methods
USSW Fullerton College
Wolfe's Research Methods
USSW George Fox Univesity
Koch's Cognition
USNW George Washington University
Graf's SMPA 51
USNE Georgetown University
Howard's Cognition
USNE Georgia Tech
Topolski's Cognition Lab
USSE Gettysburg College
Arterberry's Psy 205
USNE Gettysburg College
Arterberry's Psy316
USNE Glendale Community College
Jacobs' Research Methods
USSW Goddard College
Weiss' Biopsychology
USNE Grand Valley State University
Gross's Cognitive Psychology
USNE Grand Valley State University
Gross's Cognitive Psychology 2
USNE Grand Valley State University
Gross's PSY 365
USNE Guilford College
Kannenberg's General Psychology
USSE Gustavus Adolphus College
Walker's Statistics Research Methods II
USNE Hamline Univ.
Olson
USNE Hanover College
Krantz's Cognitive Psychology
USNE Harriton High School
Young's Psychology
USNE Hillside High School
Gorham's Psych Exper
USSE Hofstra University
Dr. Nguyen's Psy 190
USNE Hofstra University
Dr. Paul's Psy 141
USNE Holy Family College
Meinster's Advanced Research
USNE Holy Family College
DellaPietra's Cognitive Processes
USNE Humboldt
Lang's Social Regulation
EUR Illinois State University
Hardwick's Psy 331.01
USNE Indiana Univ.
Criss's P211
USNE Indiana Univ.
Lawton's Psy 203
USNE Indiana University
Bordens' Research Methods
USNE Indiana University
Bordens' Psy203
USNE Indiana University East
Shapiro's S360
USNE International Baccalaureate program
OTH International Baccalaureate Psychology
OTH International Islamic University
Ansari's Psychology Experiments
AUS IUPUI
Wickelgren's B340
USNE James Madison University
Serdikoff's Experimental Psychology
USSE James Madison University
West's PS 380
USSE Jefferson College
Bergmire's General Psychology
USSE Jefferson Sci and Tech
Hannah's Intro Psych
OTH Jim Hill High School
Thurman's IB Psych
USSE John Brown University
Froman's Cognitive Psychology
USSE Juniata College
Widman's PY301
USNE Lafayette College
Hill's Psyc 323 Evening Lab
USNE Lafayette College
Hill's Psyc 323 Afternoon Lab
USNE Lafayette College
McGillicuddy's Design and Analysis
USNE Lafayette College
Hill's Psyc 323 Demo
USNE Lafayette College
McGlone's Cognitive Psychology
USNE Lafayette College
McGlone's Psychology 203 Research Methods Lab
USNE Lake Forest College
Brekke's Psyc 222
USNE Lehigh University
McRoberts' Psyc 210
USNE Lehigh University
Williams' Experimental Methods
USNE Lehigh University
Williams' Psyc 210
USNE Lincoln Southeast High School
McEntarffer's Diff Psychology
USNW Lindsey Wilson College
Sargent's General Psychology
USSE Lomo Linda University
Morton's Research Methods
USSW London Guildhall University
Ungar
EUR Loyola Marymount University
Foy's Research Methods
USSW MacArthur High School
Rodriguear's AP Psychology
USSW Madonna University
Woods' Human Learning and Memory
USNE Mercer University
Peluso's Psy 385.002 Human Memory
USSE Mercy College
Kelly's PSYN 372 Experimental Psychology
USNE Michigan Tech University
Avond's PSY 261
USNE Michigan Tech University
Avond's PSY 481
USNE Middle Tennessee State University
Bernstein's Cognitive Psychology
USSE Middle Tennessee State University
Bernstein's Psy 0307
USSE Millsaps College
Mathis' Cognitive Psych 3100
USSE Millsaps College
USSE Mississippi College
Velkey's Psy 336
USSE Mississippi College
Velkey's Psy 391
USSE Mississippi College
Velkey's Special Project
USSE Molloy College
Spata's Psy 210
OTH Molloy College
Spata's Psy 211
OTH Monmouth University
Payne's Cognition and Perception
USNE Montclair State University
Adams' Experimental Psy 301
USNE Montclair State University
Garcia's PSYC 301
USNE Morris Brown College
Lancaseter's Theories of Learning Cog. Psychology
USSE Murdoch University
Pohl's Masters Human Resource Mangement
AUS Neenah High School
Frailing's Psychology
USNE Neumann College
Novi's Psychology
USNE Newnan High School
Whitlock's Psychology
USSE Nimitz H.S.
Miller's AP Psychology
USSW North Central College
Coon's Cognitive Psychology
USNE Northeast Junior College
Billingsley
OTH Northeastern University
Carney's Research Methods
USNE Northeastern University
Quinn's Research in Psychology
USNE Northern Arizona U.
Hunt's PSY 290
USSW Northern Arizona U.
Hunt's PSY 290
USSW Northern Arizona U.
McCarrier's Psychology 290
USSW Northern Kentucky U.
Goedel's Psy210L
USSE Northern Kentucky U.
McDaniel's Psy 210L
USSE Northern Kentucky U.
McDaniel's Psy 338L
USSE Northwest College
Leach's Experimental Psychology
USNW Occidental College
Chapman's Research Methods
USSW Ohio Dominican College
Cohn
USNE Ohio University
Wolfs's Sensation and Perception
USNE Oklahoma City U.
Jowaisas' Applications in Psy.
USSW Oklahoma City U.
Jowaisas' Experimental Psy.
USSW Pacific Lutheran Univ.
Shore's Intro Statistics/Research Methods
USNW Pacific Lutheran Univ.
Shore's PSY 348
USNW Pacific Lutheran University
Broeckel's Cognitive Psychology Lab
USNW Pacific Union College
Fulton's Psych of Learning and Cognition
USSW Park University
Oxley's PS305 Behavioral Research Methods
OTH PennState Erie
Blasko's Psy 201W
USNE PennState Erie
Kazmerski's Psy 201W
USNE PennState Shenango
Metzger's PSY 002
USNE Plymouth State College
Zehr's PS322
USNE Pomona College
Alvarado's Psych 51 MW
USSW Pomona College
Alvarado's Psych 51 TuTh
USSW Pomona College
Greene's Psych 51