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Motivation and learning strategies of students in distance education.


A quantitative and qualitative qualitative /qual·i·ta·tive/ (kwahl´i-ta?tiv) pertaining to quality. Cf. quantitative.

qualitative

pertaining to observations of a categorical nature, e.g. breed, sex.
 study on the motivation and learning strategies of students in distance education was conducted during the spring 2001 and summer 2002 semesters within the course BSC (Binary Synchronous Communications) See bisync.  305, Evolution. The quantitative study was conducted using the Motivated mo·ti·vate  
tr.v. mo·ti·vat·ed, mo·ti·vat·ing, mo·ti·vates
To provide with an incentive; move to action; impel.



mo
 Strategies for Learning Questionnaire (MSLQ MSLQ Motivated Strategies for Learning Questionnaire
MSLQ Medical Science Liaison Quarterly
) for measuring motivational and learning strategies. Data on motivation were collected at the beginning of the semester se·mes·ter  
n.
One of two divisions of 15 to 18 weeks each of an academic year.



[German, from Latin (cursus) s
 and data on the learning strategies were collected at the end of the semester. Scores from each subheading sub·head·ing  
n.
See subhead.


subheading
Noun

the heading of a subdivision of a piece of writing

Noun 1.
 were correlated cor·re·late  
v. cor·re·lat·ed, cor·re·lat·ing, cor·re·lates

v.tr.
1. To put or bring into causal, complementary, parallel, or reciprocal relation.

2.
 with the final grades. The following subscales may predict achievement in online courses: elaboration, organization, critical thinking, and effort management. Curiously, organization was found to be a negative predictor. For the qualitative study three sets of email questions were distributed at the beginning, in the middle, and at the end of the semester. Additionally, a telephone interview was conducted at the end of the semester. Students involved in the qualitative section were asked to take the MSLQ at the beginning and end of the semester along with the remainder of the class. Qualitative findings indicate that students need to organize their data. Findings also suggest that students require interaction from other students and people outside the class to feel successful.

Key words: learning strategies, motivation, distance education, online learning

INTRODUCTION

"Distance education is the process of instruction and learning via virtual classrooms where teachers and students are separated in space and sometimes in time" (Sankaran & Bui, 2001, p. 191). Sankaran and Bui claim that more universities are incorporating distance learning into their curriculum. In our rapidly changing world, distance education is playing an evermore ev·er·more  
adv.
1. Forever; always.

2. In a future time.


evermore
Adverb

all time to come

Adv. 1.
 important role. According to according to
prep.
1. As stated or indicated by; on the authority of: according to historians.

2. In keeping with: according to instructions.

3.
 Miltiadou and Yu (2000), distance education is a dynamic and enriching form of learning. It offers an educational opportunity to those that may not be able to attend a traditional university. This type of instruction depends on "the Internet Internet

Publicly accessible computer network connecting many smaller networks from around the world. It grew out of a U.S. Defense Department program called ARPANET (Advanced Research Projects Agency Network), established in 1969 with connections between computers at the
 and computer-mediated communication Computer-Mediated Communication (CMC) can be defined broadly as any form of data exchange across two or more networked computers. More frequently, the term is narrowed to include only those communications that occur via computer-mediated formats (i.e.  systems for the delivery of instruction and interaction between students and instructors" (p. 4).

According to Vermunt (1996) "instruction does not lead to learning automatically" (p. 25). The outcome of students' achievement in the course depends on the learning strategies they use. Vermunt defines learning activities as, "thinking activities that people employ to learn, learning strategies as particular, often used combinations of learning activities' (p. 25). Olgren, (1998) points out that if we want students to learn, then we should have knowledge about how they learn. Improving the quality of learning should begin with this question, "What and how are people learning and what affects that process" (Morrison Mor·ris·on   , Toni Originally Chloe Anthony Wofford. Born 1931.

American writer who won the 1993 Nobel Prize for literature. Her novels, such as Sula (1973) and Beloved (1987), examine the experiences of African Americans.
, 1989, as cited in Olgren, 1998, p. 77).

Filcher filch  
tr.v. filched, filch·ing, filch·es
To take (something, especially something of little value) in a furtive manner; snitch. See Synonyms at steal.



[Middle English filchen.
 and Miller (2000) explain that learning strategies are vital to lifelong learning Lifelong learning is the concept that "It's never too soon or too late for learning", a philosophy that has taken root in a whole host of different organisations. Lifelong learning is attitudinal; that one can and should be open to new ideas, decisions, skills or behaviors. . Our society is going through a technological revolution and the workforce must adapt to the new technology and information in order to remain productive. People who have learned how to learn will continue to learn throughout their lifetime. According to Olgren (1998), "Distance education provides an avenue by which individuals can access this new information and continue to learn for the rest of their lives" (p. 61). Additionally, Olgren states that capable learners have the ability to design and carry out their own learning strategies.

Theoretical Basis. This research is based on a social-cognitive view of motivation and learning strategies. The student is an active processor whose beliefs and cognitions control instructional input and task characteristics. By emphasizing that students are in control of their learning, the Motivated Strategies for Learning Questionnaire (MSLQ) addresses advances in self-regulated learning The term self-regulated can be used to describe learning that is guided by metacognition, strategic action (planning, monitoring, and evaluating personal progress against a standard), and motivation to learn  (Garcia Gar·ci·a   , Jerome John Known as "Jerry." 1942-1995.

American musician who gained fame as the cofounder and lead guitarist of the folk-rock group the Grateful Dead (1965-1995).
 & Pintrich, 1995). McKeachie, Pintrich, Smith, and Sharma Sharma is one of the most common Brahmin surnames among Hindus in India, Nepal and other countries. Meaning of the Surname
Sharma is derived from the Sanskrit 'Sharman' which means teacher. According to Sanskrit scholar Dr.
 (1990) describe self-regulated learning as "a combination of cognitive and metacognitve involvement with a task, as well as motivational involvement with a task" (p. 4). Students are described as self-regulated Self`-reg´u`la`ted

a. 1. Regulated by one's self or by itself.
 learners to the level they are actively involved in their own learning process (Zimmerman Zimmerman may refer to: People
  • Charles A. Zimmerman, bandmaster of USNA and composer of "Anchors Away"
  • Dick Zimmerman, magician and pianist
  • Eric Zimmerman, a computer game designer
  • Franklin B.
, 1986). Zimmerman (1989) explains that these students will initiate and direct their own learning rather than having teachers do this. These students know when they are accomplishing their goals and when they are not. If they are not mastering the task, they find a way to succeed.

Pintrich (1995) explains that there are three components of self-regulated learning. The first component is the ability to control one's behavior, motivation and affect, and cognition cognition

Act or process of knowing. Cognition includes every mental process that may be described as an experience of knowing (including perceiving, recognizing, conceiving, and reasoning), as distinguished from an experience of feeling or of willing.
. When students monitor their own behavior, cognition and motivation, they can then regulate reg·u·late
v.
1. To control or direct according to rule, principle, or law.

2. To adjust to a particular specification or requirement.

3. To adjust a mechanism for accurate and proper functioning.

4.
 these in order to achieve their goal. The second component is establishing a goal. Students must set a goal to accomplish which is the standard by which students monitor their progress. The third component is the individual student. If students change their behavior based on what someone else has suggested, this is not considered self-regulated learning. If a student is to monitor and change their behavior, they must be intrinsically in·trin·sic  
adj.
1. Of or relating to the essential nature of a thing; inherent.

2. Anatomy Situated within or belonging solely to the organ or body part on which it acts. Used of certain nerves and muscles.
 motivated.

Zimmerman (1989) asserts that in order for students to be self-regulated learners, they must use specified strategies to achieve their goals. "Self-regulated learning strategies are actions and processes directed at acquiring information or skills that involve agency, purpose, and instrumentality Instrumentality

Notes issued by a federal agency whose obligations are guaranteed by the full-faith-and-credit of the government, even though the agency's responsibilities are not necessarily those of the US government.
 perceptions by learners" (p. 329). Learning strategies should improve students' self-regulation The term self-regulation can signify
  • in systems theory: homeostasis
  • in sociology / psychology: self-control
  • in educational psychology: self-regulated learning
  • Self-Regulation Theory (SRT) is a system of conscious personal health management
 of their "(a) personal functioning, (b) academic behavioral behavioral

pertaining to behavior.


behavioral disorders
see vice.

behavioral seizure
see psychomotor seizure.
 performance, and (c) learning environment" (p. 337).

Hypotheses. The following hypotheses were tested using multiple linear regression Linear regression

A statistical technique for fitting a straight line to a set of data points.
:

1. The motivational subscales which include intrinsic intrinsic /in·trin·sic/ (in-trin´sik) situated entirely within or pertaining exclusively to a part.

in·trin·sic
adj.
1. Of or relating to the essential nature of a thing.

2.
 goal orientation, task value, and self-efficacy self-efficacy (selfˈ-eˑ·fi·k  for learning and performance are positive predictors for success in a distance learning class.

2. The learning strategies subscales which include elaboration learning strategies, organization strategies, critical thinking strategies, and metacognitive self-regulation are positive predictors for success in a distance learning class.

3. The resource management subscales which include time and study management strategies, effort regulation strategies, and help-seeking strategies are positive predictors of success in a distance learning class.

Research Questions. The following research questions were answered using case study analysis:

1. What are the learning strategies that students in distance learning use when preparing for quizzes, discussions, and examinations?

2. What changes do students make in their learning strategies over the course of a semester?

3. Do the students perceive per·ceive
v.
1. To become aware of directly through any of the senses, especially sight or hearing.

2. To achieve understanding of; apprehend.
 these changes in learning strategies as beneficial?

MATERIALS AND METHODS

Course Description. The biology course BSC 305, Evolution, was taught completely online by the authors of this article through University of Southern Mississippi Mississippi, state, United States
Mississippi (mĭs'əsĭp`ē), one of the Deep South states of the United States. It is bordered by Alabama (E), the Gulf of Mexico (S), Arkansas and Louisiana, with most of the border formed by
 using WebCT course management software during a typical, 15-week semester. This course had three major components for assessing student learning: quizzes, mandatory discussions, and examinations. The structure of the course required that students read a chapter and then take a five-question, multiple-choice mul·ti·ple-choice
adj.
1. Offering several answers from which the correct one is to be chosen: a multiple-choice question.

2.
 quiz A quiz is a form of game or mind sport in which the players (as individuals or in teams) attempt to answer questions correctly. Quizzes are also brief assessments used in education and similar fields to measure growth in knowledge, abilities, and/or skills. . Each quiz was open-book, but the students had only six minutes to answer the five questions which forced them to read carefully in preparation for the quiz. Responses made after six minutes were not accepted. Studying for the quiz prepared students for the asynchronous Refers to events that are not synchronized, or coordinated, in time. The following are considered asynchronous operations. The interval between transmitting A and B is not the same as between B and C. The ability to initiate a transmission at either end.  discussion of the chapter. We posted three discussion topics per chapter. The students were required to render (1) To make visible; to draw. The term comes from the graphics world where a rendering is an artist's drawing of what a new structure would look like. In computer-aided design (CAD), a rendering is a particular view of a 3D model that has been converted into a realistic image.  five meaningful responses to these three topics which meant they had to respond not only to the posted topics, but to each other's comments. Early posting was important to the success of the asynchronous discussion, so we awarded one bonus point for each response made on the first day the topics were posted. Essay examinations were closely related to the discussion topic questions as each examination contained approximately six previously posted discussion topic questions drawn evenly from the chapters that had been covered during the examination period. Students were required to respond in more detail than had been required with the discussion topics.

Both the raw score and a letter grade to date were posted through WebCT throughout the semester to allow the students to keep up with their grades. The final letter grade was calculated as a percent of total points available using a ten-percentage point scale (i.e., 90% = A, 80% = B, etc.).

Quantitative Analysis Quantitative Analysis

A security analysis that uses financial information derived from company annual reports and income statements to evaluate an investment decision.

Notes:
 

Survey Instrument. The Motivated Strategies for Learning Questionnaire (MSLQ; Pintrich et al., 1991) was used to gather quantitative data on the learning strategies and motivation of each student. The MSLQ "is a self-report instrument designed to assess college students' motivational orientations and their use of different learning strategies for a college course" (Pintrich et al., 1991; p. 3). It contains a total of 81 items divided into two sections, motivation and learning strategies.

The motivation section (31 items) is based on a broad social-cognitive model (Garcia and Pintrich, 1995; Pintrich and Smith, 1993). This section contains three general motivational constructs: (1) expectancy A mere hope, based upon no direct provision, promise, or trust. An expectancy is the possibility of receiving a thing, rather than having a vested interest in it.

The term has been applied to situations where an individual hopes and expects to receive something, generally
, (2) value, and (3) affect. (1) The subscales of self-efficacy and of control of learning beliefs measure the expectancy construct. (2) The value construct contains three subscales: intrinsic goal orientation, extrinsic EVIDENCE, EXTRINSIC. External evidence, or that which is not contained in the body of an agreement, contract, and the like.
     2. It is a general rule that extrinsic evidence cannot be admitted to contradict, explain, vary or change the terms of a contract or of a
 goal orientation, and task value beliefs. (3) The third construct is affect which has one subscale, test anxiety.

Students were asked to complete all subscales, but only the subscales of intrinsic goal orientation, task value, and self-efficacy were used for our data analysis. This part of the MSLQ was administered at the beginning of the semester.

The learning strategy section (50 items) is based on Weinstein Weinstein is a German surname meaning wine stone and may refer to:
  • Alan Weinstein, mathematician
  • Weinstein conjecture
  • Allen Weinstein, Archivist of the United States
 and Meyer's (1986) general cognitive model The term cognitive model can have basically two meanings. In cognitive psychology, a model is a simplified representation of reality. The essential quality of such a model is to help deciding the appropriate actions, i.e.  of learning and information processing information processing: see data processing.
information processing

Acquisition, recording, organization, retrieval, display, and dissemination of information. Today the term usually refers to computer-based operations.
 (Garcia and Pintrich, 1995; Pintrich and Smith, 1993). This section is divided among three general types of scale: (1) cognitive, (2) metacognitive, and (3) resource management. (1) Cognitive strategies include both basic and complex strategies. Basic strategies are measured in a rehearsal re·hears·al
n.
The process of repeating information, such as a name or a list of words, in order to remember it.



re·hearse v.
 subscale. Two subscales measure complex strategies of elaboration and organization. The elaboration strategies subscale includes strategies such as paraphrasing and summarizing. The second subscale, organization, measures complex learning strategies such as outlining and creating tables. A critical thinking subscale is also included in the cognitive scale. (2) Metacognition Metacognition refers to thinking about cognition (memory, perception, calculation, association, etc.) itself or to think/reason about one's own thinking. Types of knowledge  is measured by one subscale which is concerned with the learners' ability to control and regulate their own cognition. (3) The resource management scale contains four subscales which measure the learners' ability to control their own environment and includes strategies students use to control resources other than cognition including time management and study environment management, as well as the learner's interaction with peers and instructors.

Students were asked to complete all subscales, but we used only seven learning strategies subscales in the data analysis: elaboration, organization, critical thinking, metacognitive self-regulation, time and study environment, effort regulation, and help-seeking. The learning strategies section of the MSLQ was administered at the end of the semester.

Data Collection. Quantitative data were collected using both sections of the MSLQ. Permission to move the MSLQ to WebCT software was granted by Dr. Pintrich. The motivation section was administered at the beginning of the semester. Eight demographic questions were answered at the first part of this questionnaire in order to gather basic background information concerning students' gender, race, academic major, academic classification, whether they use their own computer, whether they live in the city where the course is taught, whether they have taken an online course before, and why they were taking the course. Students then answered the 31 questions on the motivation section of the MSLQ. This resulted in a total of 38 questions requiring 25 minutes or less to answer. The learning strategy section was administered at the end of the semester. These 50 questions took no longer than 30 minutes to answer. Both portions of the MSLQ were administered online.

Students answered the questionnaire on a voluntary basis, although extra credit was offered as a motivation. Students who completed the survey rated themselves on each item of the MSLQ (both the motivation and the learning strategies section) using a seven-point Likert-type scale with ranges from "not at all true of me" to "very true of me" (Pintrich, Smith, Garcia, and McKeachie, 1991). The scores for each question in a subscale were recorded, and an average for that subscale was calculated. For example, task value had six items. Each student's score was calculated by adding the score on each question in the subscale task value and then by determining the average of the six scores. Some questions are marked as "reverse" which indicates they are negatively worded. Scores for these questions were reversed before the average score was computed.

Qualitative Analysis Qualitative Analysis

Securities analysis that uses subjective judgment based on nonquantifiable information, such as management expertise, industry cycles, strength of research and development, and labor relations.
 

Qualitative data were collected from four students during summer 2002 through three sets of email questions sent to the participants as the course progressed. The first set was distributed at the beginning of the semester, the second set was distributed in the middle of the semester, and the last set was distributed at the end of the semester. Data were also collected via a telephone interview at the end of the semester. A transcript A generic term for any kind of copy, particularly an official or certified representation of the record of what took place in a court during a trial or other legal proceeding.

A transcript of record
 of the telephone interview was sent to each student, and they were asked to make corrections or additions to the transcript. Three students returned the transcript with no corrections or additions. The fourth student did not return the transcript. Additionally, students were asked to fill out the learning strategies portion of the Motivated Strategies for Learning Questionnaire (MSLQ) at the beginning of the semester and again at the end of the semester.

Students were chosen for this study based on the following criteria: (1) they were a biology major, (2) they did well on the first quiz, (3) they were enrolled on the first day of class, and (4) this was their first distance learning class. The criteria were chosen because past experience in teaching the class indicated that those who meet these requirements were likely to complete the course. The fourth criterion was important to this study. Geographical diversity was added by choosing one student who lived in another state, one student who lived on the campus as the university where the course was taught, and two students who lived withing 90 miles of the university. The reason for choosing geographical diversity was to ensure that not all students had direct access to the instructor. In order to achieve this diversity, an exception was made to criterion one. The student that lived in another state was not a biology major.

Descriptions of the four students

Laura. Laura (pseudonym pseudonym (s`dənĭm) [Gr.,=false name], name assumed, particularly by writers, to conceal identity. A writer's pseudonym is also referred to as a nom de plume (pen name). ) was a white female who lived in a different state from the university where the course was taught. She was a senior and owned her own computer. She was majoring in a nonscience field and a course of this type was required of her major. Her final grade in this course was a C.

William William, crown prince of Germany
William or Frederick William, 1882–1951, crown prince of Germany, son of William II. In World War I he commanded (1914) an army on the Western Front and was nominal commander in the German attack
. William (pseudonym) was a white male who lived on the campus of the university where the course was taught. He was a senior and owned his own computer. William was majoring in biology and was taking the course to fulfill ful·fill also ful·fil  
tr.v. ful·filled, ful·fill·ing, ful·fills also ful·fils
1. To bring into actuality; effect: fulfilled their promises.

2.
 the upper level (300/400) course requirements of his major. His final grade in the course was a B.

Janet Janet: see Clouet, Jean.

JANET - Joint Academic NETwork
. Janet (pseudonym) was a white female who lived approximately 90 miles from the university where the course was taught. She was a senior and owned her own computer. Janet was majoring in biology and was taking the course to fulfill the upper level (300/400) course requirements of her major. Her final grade in the course was a B.

Crystal. Crystal (pseudonym) was a white female who lived approximately 90 miles from the university where the course was taught. She was a senior and did not own her own computer. Crystal was majoring in biology and was taking the course to fulfill the upper level (300/400) course requirements of her major. Her final grade in the course was a B.

RESULTS

Quantitative Analysis

Demographics The attributes of people in a particular geographic area. Used for marketing purposes, population, ethnic origins, religion, spoken language, income and age range are examples of demographic data. . A total of 54 students participated in the study, including 30 students who participated during spring 2002 and 24 students who participated during summer 2002. The class was largely female (67%) and Caucasian Caucasian or Caucasoid: see race.  (83%). The majority of students (76%) were classified as seniors and 61% were biology majors. Most students (52%) had not taken a distance education course prior to this one and 81% owned their own computer. The principal reason for taking the class for 41% of students was that it fulfilled ful·fill also ful·fil  
tr.v. ful·filled, ful·fill·ing, ful·fills also ful·fils
1. To bring into actuality; effect: fulfilled their promises.

2.
 a requirement for an upper level (300/400) course. Table 1 shows the final grade distribution for the course. The mean score for the final grade was 3.56 (5 point scale where A = 5, F = 1) with a standard deviation In statistics, the average amount a number varies from the average number in a series of numbers.

(statistics) standard deviation - (SD) A measure of the range of values in a set of numbers.
 of 1.40.

Tests of Hypotheses. The purpose of this part of the study was to determine if students' motivation and learning strategies could predict their final grades. Data collected using the Motivated Strategies Learning Questionnaire was correlated with final grades to test three hypotheses based on the structure of the MSLQ. This design used multiple linear regression in which correlation to final grades was the special case. Means for each subscale of the motivation section and the learning strategies section are found in Table 2. All variables met skew (1) The misalignment of a document or punch card in the feed tray or hopper that prohibits it from being scanned or read properly.

(2) In facsimile, the difference in rectangularity between the received and transmitted page.
 ness and kurtosis Kurtosis

A statistical measure used to describe the distribution of observed data around the mean.

Notes:
Used generally in the statistical field, it describes trends in charts.
 normal values normal values
pl.n.
A set of laboratory test values used to characterize apparently healthy individuals, now replaced by reference values.
. A statistical significance level of 0.05 was used. Descriptive and correlative Having a reciprocal relationship in that the existence of one relationship normally implies the existence of the other.

Mother and child, and duty and claim, are correlative terms.
 techniques were used to analyze an·a·lyze
v.
1. To examine methodically by separating into parts and studying their interrelations.

2. To separate a chemical substance into its constituent elements to determine their nature or proportions.

3.
 the data.

Hypothesis one: The motivational subscales which include intrinsic goal orientation, task value, and self-efficacy for learning and performance are positive predictors for success in a distance learning class. Multiple linear regression was used to determine if success was predicted by the independent variables of intrinsic goal orientation, task value, and self-efficacy for learning and performance. Pearson's correlations were used to describe associations between each of the motivational subscales and between each of the motivational subscales and grades (Table 3). Statistically significant correlations were found between grades and intrinsic goal orientation (r = 0.24), task value and intrinsic goal orientation (r = 0.60), self-efficacy and intrinsic goal orientation (r = 0.45), and self-efficacy and task value (r = 0.26).

Multiple linear regression was used to determine if the final grade (dependent variable) could be predicted by the predictors motivation subscales which include intrinsic goal orientation, task value, and self-efficacy for learning and performance. The regression regression, in psychology: see defense mechanism.
regression

In statistics, a process for determining a line or curve that best represents the general trend of a data set.
 [F(3,50) = 1.19, p = 0.32, [R.sup.2] = 0.067] was not statistically significant, and therefore the hypothesis was rejected.

Hypothesis two: The learning strategies subscales which include elaboration learning strategies, organization strategies, critical thinking strategies, and metacognitive self-regulation are positive predictors for success in a distance learning class. Pearson's correlations were used to describe associations between each of the learning strategies subscales and between each of the learning strategies subscales and grades (Table 4). Statistically significant correlations were found between grades and elaboration (r = 0.41), grades and critical thinking (r = 0.46), elaboration and organization (r = 0.45), elaboration and critical thinking (r = 0.41), elaboration and metacognitive self regulation (r = 0.52), organization and critical thinking (r = 0.28), organization and metacognitive self-regulation (r = 0.62), and metacognitive self-regulation and critical thinking (r = 0.45).

Multiple linear regression was used to determine if the final grade (dependent variable) could be predicted by learning strategies subscales which include elaboration, organization, critical thinking, and metacognition. The regression [F(4,49) = 1.87, p < 0.001, [R.sup.2] = 0.41] was statistically significant, and therefore the hypothesis was accepted. The subscales elaboration and critical thinking were positive predictors of final grades (Table 5). An [R.sup.2] value of 0.41 indicated that only 41% of the variance The discrepancy between what a party to a lawsuit alleges will be proved in pleadings and what the party actually proves at trial.

In Zoning law, an official permit to use property in a manner that departs from the way in which other property in the same locality
 was explained. Organization was found to be a negative predictor of final grades. The mean for the B students was the highest and the mean for the A students the lowest.

Hypothesis three: The resource management subscales which include time and study management strategies, effort regulation strategies, and help-seeking strategies are positive predictors of success in a distance learning class. Pearson's correlations were used to describe associations between each of the resource management strategies subscales and between each of the resource management subscales and grades (Table 6). Statistically significant correlations were found between grades and time and study environment (r = 0.24), grades and effort regulation (r = 0.48), and time and study environment and effort regulation (r = 0.49).

Multiple linear regression was used to determine if the final grade (dependent variable) could be determined by resource management subscales which include time and study environment, effort regulation, and help-seeking. The regression [F(3,50) = 4.9, p = 0.005, [R.sup.2] = 0.23] was statistically significant, and therefore the hypothesis was accepted. Effort regulation was a positive predictor of the final grade (Table 7). The [R.sup.2] value was low (0.23) indicating the effort regulation explains 23% of the final grade.

Qualitative Analysis

The purpose of this qualitative research Qualitative research

Traditional analysis of firm-specific prospects for future earnings. It may be based on data collected by the analysts, there is no formal quantitative framework used to generate projections.
 was to determine not only the learning strategies of students but also to determine if students changed their learning strategies over the semester and whether they felt these changes were important.

Four students participated in this aspect of the study. Three of the four were biology majors (the other student was majoring in a nonscience field), all did well on the first quiz, all were taking a distance education course for the first time, and all were enrolled in the course on the first day. One student lived on-campus on-campus adjective Referring to an on-site site of a medical complex with multiple buildings. Cf 'Off campus.'. , two students lived within 90 miles of the campus, and one student lived in another state. Three students made a B in the course and one student made a C.

Our first research question was, "What are the learning strategies that students in distance learning use when preparing for quizzes, discussions, and examinations?" The most important learning strategy reported by all students was organization. Organization includes strategies such as picking out important ideas and outlining the material to organize thoughts. Laura reported her grade fell because she was not able to read and outline the material as much as she did in the beginning of the semester. According to Laura, "It was real, really, really, useful to outline as I read." A quantitative aspect of the study conducted for the entire class (54 students) reported that organization was negatively correlated to grades. However the highest mean for organization was recorded for the B students and three of the four students who participated in the qualitative section of this study earned a B. William reported that he relied heavily on reading the material and on the instructor's notes. He stated, "I would usually reread Verb 1. reread - read anew; read again; "He re-read her letters to him"
read - interpret something that is written or printed; "read the advertisement"; "Have you read Salman Rushdie?"
 what it was I didn't did·n't  

Contraction of did not.


didn't did not
didn't do
 understand--just study it extra until I understood it." He did not organize by taking notes, but he would mentally organize the material. Laura also reported using an elaboration strategy. When she needed additional information she would go on-line to find out more about the topic. Elaboration strategies would include pulling together information from different sources. Crystal reported using a critical thinking strategy. "I participate in the discussions by reading what others write and agreeing or disagreeing." Janet would read and reread the material. She would also seek help form other sources such as the Internet. She would also read responses from other students to aid in understanding the material.

Our second research question was, "What changes do students make in their learning strategies over the course of a semester?" Laura's changes were the most significant. She was not able to keep up with the readings and outlining which caused her grade to drop. She finished the course with a C. Her scores on the MSLQ subscales supported this change. Her scores fell in all categories except effort regulation and help-seeking. The largest drop in her scores between the beginning of the semester and the end of the semester was in organization. While Janet said that she did not change her strategies, she also said that she began to keep a planner which helped her organize her activities. Her scores on the MSLQ changed very little with all scores changing less than 1.00. In the telephone interview, Crystal said she did not change her strategies. However, in the email, she stated that she began to reread the material. When she read the material several times, she would understand it better. Crystal's scores on the MSLQ subscales showed modest change. The largest gain was in the subscale of effort regulation and the largest drop was in the subscale of elaboration. Crystal reported using help from family members mainly at the beginning of the semester which correlated with her MSLQ scores in help-seeking that subsequently fell at the end of the semester. When asked directly, William repeatedly stated he did not change his learning strategies during the semester, but he reported in the telephone interview that he started using the professor's notes at the end of the semester and "then going back and being sure to cover in the chapter what he covered." The changes in his MSLQ scores were slight. The largest change was in the category of effort regulation in which his score increased by 2.00. His time and study environment scores decreased by 1.58.

Our third research question was, "Do the students perceive these changes in learning strategies beneficial?" Laura reported the changes she made were not beneficial. She was not able to organize the material which lead to her lower grade in the course. She told us that she mainly sought help from her family at the beginning of the semester. She did not say whether this was beneficial but she did not use her family as much toward the end of the semester. Janet began keeping a planner with helped her organize her time and study environment which she found to be beneficial. Crystal and William reported that they did not change their learning strategies over the semester. But as we have noted, William began to use the professor's notes and then reviewing the chapter again. He did this toward the end of the semester and he stated it was the most beneficial preparation.

By the end of the semester, all four students scored above a four on the seven point metacognitive self-regulation subscale (the scale ranged from one to seven). Questions that addressed what the students did when they encountered an obstacle were aimed at discovering metacognitive self-regulation strategies. Most would read other students postings when they did not understand a concept. William would read the material until he understood it. Crystal would discuss the material with family members.

All but William indicated that they used help-seeking strategies. William's score was low on the subscale help-seeking, and he did not report seeking help from others. Laura, Crystal, and Janet stated that they would read other students' postings to help them understand the material. Crystal also asked family members to help. She stated, "I will read out loud to someone in my house and discussion will get started between the others in the house. That seems to help a lot." In the third set of email questions, she said that she mainly used family members at the beginning of the semester. This correlates with her MSLQ score (help-seeking subscale) of 5.5 at the beginning of the semester and then at the end (3.75). Laura reported an increased use of help-seeking which would coincide with the difficulties she had with the course. Even though Janet reported that she sought help from others, her scores on the MSLQ help-seeking subscale were low at the beginning of the semester (2.75) and at the end (3.0).

Janet, Crystal, and Laura reported difficulty with time and study environment. Janet had a difficult time organizing her time around other activities. She stated keeping a daily planner to help overcome this. Crystal reported having difficulty finding quiet time. Laura reported difficulty completing assignments around her morning sickness morning sickness
n.
Nausea and vomiting upon rising in the morning, especially during early pregnancy. Also called nausea gravidarum.


morning sickness 
. By the end of the semester, she was managing her time better and enjoyed the distance education format. Laura scored above a four on the time and study environment subscale both at the beginning and at the end of the semester. Crystal and Janet scored the highest on this subscale. William reported that he did not have any problem with time and study environment, but his subscale score was a 3.37 at the end of the semester This does not correlate with his statements concerning time and study environment. This was his second lowest score on the MLSQ learning strategies subscale.

DISCUSSION

Quantitative Analysis. The purpose of this research was to discover the degree to which motivation and learning strategies affected the success of students in distance education. Pintrich (1995) explained that successful students were self-regulated. They are able to monitor and control their learning and not depend on someone else for their success. They should also be self-motivated.

Hypothesis one suggested that the motivational subscales which include intrinsic goal orientation, task value, and self-efficacy for learning and performance were positive predictors for success in our distance learning class. Self-motivation would include intrinsic goal orientation, placing value on the task, and having self-efficacy. The students in this study were intrinsically motivated, valued the task, and had high self-efficacy at the beginning of the semester. However, some were not successful in the course. One possible explanation is that motivation was measured at the beginning of the semester and compared to the final grade. Changes in motivation may have occurred for those who were not successful.

Hypothesis two suggested that the learning strategies subscales which include elaboration learning strategies, organization strategies, critical thinking strategies, and metacognitive self-regulation were positive predictors for success in a distance learning class. This proposal was supported by our regression analysis In statistics, a mathematical method of modeling the relationships among three or more variables. It is used to predict the value of one variable given the values of the others. For example, a model might estimate sales based on age and gender. . The subscales elaboration and critical thinking were positive predictors of success while organization was a negative predictor. Elaboration strategies include strategies that "help the learner integrate and connect new information with prior knowledge" (Pintrich et al., 1991; p. 20). Olgren (1998) suggested that in order for students to construct knowledge, they must be able to integrate knowledge. Olgren goes on to state that learning involves actively searching for understanding. To understand and construct knowledge, students relate the new knowledge to prior experiences. In order to do this, students must use elaboration strategies. This would be very important in a course designed with elaborate discussions as BSC 305 was where students had to apply their knowledge. Critical thinking would also be very important. Critical thinking strategies involve the application by students of previous knowledge to new information which would allow them to solve problems (Pintrich et al., 1991).

Curiously, organization was not found to be a positive predictor of success which is contrary to indications from educational literature. Doljanac (1994), for example, investigated whether motivation and learning strategies observed of college students could predict academic performance which was measured by the grade earned in the course. In this study we see that higher grades are correlated with higher rates of the cognitive learning strategies which include the subscales of rehearsal, elaboration, and organization.

We propose possible explanations for the results of organizational skill. (1) The MSLQ is a self-report instrument. Students who made the lower grades may have perceived per·ceive  
tr.v. per·ceived, per·ceiv·ing, per·ceives
1. To become aware of directly through any of the senses, especially sight or hearing.

2. To achieve understanding of; apprehend.
 that they were organized. Those who made a B in the class had the highest mean for organization and those who made an F had the next highest mean. The students who made an A in the class had the lowest mean, and these highest achievers may never feel that they are sufficiently organized. (2) Alternatively the format of the class was such that students had to understand and apply the material. Organization involves organizing the material to study. A student can be well organized in other respects measured by MSLQ, but not understand the material.

Other studies have reported that the implementation of learning strategies is important to be successful. Shih (1998) conducted a study in which correlations between achievement in a web-based course and the variables of motivation and learning strategies were analyzed an·a·lyze  
tr.v. an·a·lyzed, an·a·lyz·ing, an·a·lyz·es
1. To examine methodically by separating into parts and studying their interrelations.

2. Chemistry To make a chemical analysis of.

3.
. Shih collected data with a self-developed on-line questionnaire which included the scales of motivation, learning strategies, patterns of learning, and attitude scales. The results of this study indicated that the two most important variables used to determine achievement are motivation and learning strategies.

Hypothesis three suggested that the resource management subscales which included time and study management strategies, effort regulation strategies, and help-seeking strategies were positive predictors of success in a distance learning class. The regression was statistically significant with the subscale of effort regulation being a positive predictor of success. Effort regulation is important in a distance education course, where the more obvious deadlines of coming to class and taking examinations in class are absent. Help-seeking had a low overall mean indicating students were not asking for help. This may be inherent in an online environment where students have no face-to-face (jargon, chat) face-to-face - (F2F, IRL) Used to describe personal interaction in real life as opposed to via some digital or electronic communications medium.  contact with the instructor or other students. They may have perceived that they were not able to ask for help.

Qualitative Analysis. Students who participated in the qualitative study reported that the main strategy they used was organization. Three of the four students in the qualitative study earned a B in the course, and the highest mean for organization in our quantitative study was for B students. The types of organization these four students reported apparently was insufficient to help them understand and apply their knowledge of the material to earn an A.

CONCLUSIONS

This study contributes information on the learning strategies and motivation of successful students in distance education. The students who participated in this study were highly motivated at the beginning of the semester, but motivation was not a positive predictor of grades. Elaboration, critical thinking, and effort regulation were found to be positive predictors of success while organization was a negative predictor of success. Zimmerman and Pons (1986) states that self regulated reg·u·late  
tr.v. reg·u·lat·ed, reg·u·lat·ing, reg·u·lates
1. To control or direct according to rule, principle, or law.

2.
 learning is correlated to achievement with 93% accuracy. However, this study did not find that to be true. The participants do not appear to be self-regulated, but were successful. In fact, the grade distribution was negatively skewed skewed

curve of a usually unimodal distribution with one tail drawn out more than the other and the median will lie above or below the mean.

skewed Epidemiology adjective Referring to an asymmetrical distribution of a population or of data
 which means the distribution curve indicated that the class mean was higher toward the for higher grades.

Students who participated in the qualitative study reported that the main strategy they used was organization. The students in the qualitative study earned a B in the course and the highest mean for organization in the quantitative study was for B students. Perhaps this type of organization is not enough to help students understand and apply their knowledge of the material. The students in the qualitative section also sought help from others (mainly others in the class) but help-seeking was not statistically significant in the quantitative study. They would read other students' material, but they may not have considered this asking for help.

According to Zimmerman (1986), learning is not something that can be done for students, rather it is something that is done by them" (p. 22). Students who are self-regulated take charge of their learning and become active participants. Pintrich (1995) states college students have control over their time management and study schedule but they may have difficulty managing the freedom as the quality of cognitive effort they put into mastering academic goals. Students will adapt better and are more likely to succeed if they can learn to control their learning. Because of this, research on self-regulation is especially important for college students enrolled in distance education courses. The students in the qualitative study show some evidence of being self-regulated learners. All used cognitive strategies to master the material and when they did not understand the material, they were aware of this and made an effort to master the concepts. Additionally, they scored above a 3.5 on most subscales. The exception was help-seeking, but some of the students in the study indicated that they did seek help from either their peers or from family members. They may not have realized that reading other students' postings in order to better understand that material is a help-seeking strategy.

Distance educators must become skillful skill·ful  
adj.
1. Possessing or exercising skill; expert. See Synonyms at proficient.

2. Characterized by, exhibiting, or requiring skill.
 in supporting learners and disseminate dis·sem·i·nate  
v. dis·sem·i·nat·ed, dis·sem·i·nat·ing, dis·sem·i·nates

v.tr.
1. To scatter widely, as in sowing seed.

2.
 information. In order to do this, we must know what methods the students use to learn and how are they motivated. Students of distance education should be highly motivated and self-monitoring. They should also know the cognitive skills cognitive skill Psychology Any of a number of acquired skills that reflect an individual's ability to think; CSs include verbal and spatial abilities, and have a significant hereditary component  needed to succeed. These are aspects of self-regulation. If it is important for college students to be self regulated as stated by Pintrich (1995), then it should even more important that students of distance education be self-regulated.

More students are enrolling in distance education courses. Moore Moore, city (1990 pop. 40,761), Cleveland co., central Okla., a suburb of Oklahoma City; inc. 1887. Its manufactures include lightning- and surge-protection equipment, packaging for foods, and auto parts.  (1998) says that the ability to link students and teachers through technology has never been so powerful. Gibson (1998) states "Yes, the students will come, but one has to ask, will they succeed (p. viii)?" For students to be successful in distance education, it is important to understand how learning occurs and what influences learning (Olgren, 1998). If instructors know what learning strategies and motivational factors are important, then perhaps these instructors can help students in distance education succeed. This information should be disseminated disseminated /dis·sem·i·nat·ed/ (-sem´i-nat?ed) scattered; distributed over a considerable area.

dis·sem·i·nat·ed
adj.
Spread over a large area of a body, a tissue, or an organ.
 to students who enroll in distance education courses. Granger and Benke (1998) explain that one way instructors can help students succeed is to provide orientation that presents methods that will help students of distance education. According to this researcher's study, information on organizing material, along with critical thinking skills and elaboration skills could be included in the orientation. Students should also be aware of how important effort management is in distance education. This information could be delivered via videotapes or the Internet. Based on the results of this research, students need to integrate elaboration strategies and critical thinking strategies while managing their effort. Students must be aware of the strategies such of organizing and integrating information in order to construct knowledge. Olgren goes on to state "Cognitive strategies cannot be divorced from the learnerr's [sic Latin, In such manner; so; thus.

A misspelled or incorrect word in a quotation followed by "[sic]" indicates that the error appeared in the original source.
] purpose in using them" (p. 84). As a result, students must also be motivated to learn. Only by helping students of distance education discover learning strategies and motivating them to learn can instructors help them become successful distance learners.

LITERATURE CITED

Doljanac, R.F. 1994. Using motivational factors and learning strategies to predict academic success. Dissertation dis·ser·ta·tion  
n.
A lengthy, formal treatise, especially one written by a candidate for the doctoral degree at a university; a thesis.


dissertation
Noun

1.
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UMI United States Minor Outlying Islands (ISO Country code)
UMI University of Miami
UMI Universal Management Infrastructure (IBM) 
 No. 9513340).

Filcher, C., and G. Miller. 2000. Learning strategies for distance education students. Journal of Agricultural Education Agricultural education is instruction about crop production, livestock management, soil and water conservation, and various other aspects of agriculture. Agricultural education includes instruction in food education, such as nutrition. , 41(1):60-68.

Garcia, T., and P.R. Pintrich, 1995. Assessing students' motivation and learning strategies: The Motivated Strategies for Learning Questionnaire. Paper presented at the Annual Meeting of the American Educational Research Association The American Educational Research Association, or AERA, was founded in 1916 as a professional organization representing educational researchers in the United States and around the world. , San Francisco San Francisco (săn frănsĭs`kō), city (1990 pop. 723,959), coextensive with San Francisco co., W Calif., on the tip of a peninsula between the Pacific Ocean and San Francisco Bay, which are connected by the strait known as the Golden , CA (ERIC Document Reproduction Service No. ED 38377).

Gibson, C.C. 1998. Editor's notes Editor's Note (foaled in 1993 in Kentucky) is an American thoroughbred Stallion racehorse. He was sired by 1992 U.S. Champion 2 YO Colt Forty Niner, who in turn was a son of Champion sire Mr. Prospector and out of the mare, Beware Of The Cat.

Trained by D.
. Pages vii-x in C. Campbell Campbell, city, United States
Campbell, city (1990 pop. 36,048), Santa Clara co., W Calif., in the fertile Santa Clara valley; founded 1885, inc. 1952.
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Study beyond the level of secondary education. Institutions of higher education include not only colleges and universities but also professional schools in such fields as law, theology, medicine, business, music, and art.
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Canadian writer of novels, poetry, and children's books known especially for her feminist novels, including The Edible Woman (1969) and The Handmaid's Tale (1985).
 Publishing, Madison Madison, cities, United States
Madison.

1 City (1990 pop. 12,006), seat of Jefferson co., SE Ind., on the Ohio River; settled c.1806, inc. 1838. It is a port of entry and a tobacco marketing center.
, WI.

Granger, D., and M. Benke. 1998. Supporting learners at a distance from inquiry through completion. Pages 139-144 in C. Campbell Gibson (ed.), Distance learners in higher education: Institutional response for quality outcomes. Atwood Publishing, Madison, WI

McKeachie, W.J., P.R. Pintrich, Y. Lin Lin   , Maya Ying Born 1959.

American sculptor and architect whose public works include the Vietnam Veterans Memorial in Washington, D.C. (1982).

Noun 1.
, D.A.F. Smith, and R. Sharma. 1990. Teaching and learning in the college classroom: A review of the research literature. Ann Arbor Ann Arbor, city (1990 pop. 109,592), seat of Washtenaw co., S Mich., on the Huron River; inc. 1851. It is a research and educational center, with a large number of government and industrial research and development firms, many in high-technology fields such as  MI: National Center for Research to Improve Postsecondary Teaching and Learning, University of Michigan (body, education) University of Michigan - A large cosmopolitan university in the Midwest USA. Over 50000 students are enrolled at the University of Michigan's three campuses. The students come from 50 states and over 100 foreign countries. .

Mitiadou, M., and C.H. Yu. 2000. Validation See validate.

validation - The stage in the software life-cycle at the end of the development process where software is evaluated to ensure that it complies with the requirements.
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Moore, M.G. 1998. Introduction. Pages 1-7 in C. Campbell Gibson (ed.), Distance learners in higher education: Institutional response for quality outcomes. Atwood Publishing, Madison, WI. Olgren, C.H. 1998. Improving learning outcomes: The effects of learning strategies and motivation. Pages 77-96 in C. Campbell Gibson (ed.), Distance learners in higher education: Institutional response for quality outcomes. Atwood Publishing, Madison, WI.

Pintrich, P.R. 1995. Understanding self-regulated learning. Pages 3-12 in P. R. Pintrich (ed.), Jossey-Bass, San Francisco.

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Pintrich, P.R., and D.A.F. Smith. 1993. Reliability and predictive validity In psychometrics, predictive validity is the extent to which a scale predicts scores on some criterion measure.

For example, the validity of a cognitive test for job performance is the correlation between test scores and, for example, supervisor performance ratings.
 of the motivated strategies for learning questionnaire (MSLQ). Educational & Psychological Measurement 53:801-813.

Sankaran, S.R., and T. Bui. 2001. Impact of learning strategies and motivation on performance: A study in web-based instruction. Journal of Instructional Psychology, 28 (3):191-200.

Shih, C. 1998. Relationships among student attitudes, motivation, learning styles, learning strategies, patterns of learning, and achievement: A formative evaluation Formative evaluation is a type of evaluation which has the purpose of improving programmes. It goes under other names such as developmental evaluation and implementation evaluation.  of distance education via Web-based courses. Dissertations Abstracts International, 59(11):4099A (UMI No. 9911641). Vermunt, J.D. 1996 Metacognitive, cognitive and affective affective /af·fec·tive/ (ah-fek´tiv) pertaining to affect.

af·fec·tive
adj.
1. Concerned with or arousing feelings or emotions; emotional.

2.
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Zimmerman, B.J. 1989. A social cognitive view of self-regulated academic learning. Journal of Educational Psychology, 81:329-339.

Zimmerman, B.J. 1986. Development of self-regulated learning: Which are the key subprocesses? Contemporary Educational Psychology 16:307-313.

Zimmerman, B.J., and M. Martinez Martinez (märtē`nəs), city (1990 pop. 31,808), seat of Contra Costa co., W Calif., on Carquinez Strait between San Pablo and Suisun bays, in a farm area; inc. 1884. Its major industry is petroleum refining.  Pons. 1986. Development of a structured interview of assessing student use of self-regulated learning strategies. American American, river, 30 mi (48 km) long, rising in N central Calif. in the Sierra Nevada and flowing SW into the Sacramento River at Sacramento. The discovery of gold at Sutter's Mill (see Sutter, John Augustus) along the river in 1848 led to the California gold rush of  Educational Research Journal, 23:614-628.

Beth BETH Elizabeth
BETH Elisabeth
BETH Bethany
 Dunigan (1) and Kenneth J. Curry

Mississippi College Mississippi College, also known as MC, is a private Christian university located in Clinton, Mississippi. Mississippi College is comprised of the main campus in Clinton, as well as satellite campuses in Brandon and Madison, Mississippi, and the Mississippi College School of Law in , Clinton Clinton.

1 Town (1990 pop. 12,767), Middlesex co., S Conn., on Long Island Sound; settled 1663, set off from Killingworth and inc. 1838. The school that later became Yale opened here in 1702.
, MS 39058, and University of Southern Mississippi, Hattiesburg Hattiesburg, city (1990 pop. 41,882), seat of Forrest co., SE Miss., on the Leaf River; inc. 1884. It is the rail, trade, and industrial center of a farm and timber area. , MS 39406

Beth Dunigan Corresponding Author: Department of Biology, Box 4045, 200 South Capital; 601-925-3972; email: dunigan@mc.edu See .edu.

(networking) edu - ("education") The top-level domain for educational establishments in the USA (and some other countries). E.g. "mit.edu". The UK equivalent is "ac.uk".
 
Table 1. Grade distribution (N = 54).

Grade  Number  Percent

A      15      18
B      21      25
C       6       7
D       3       4
F       9      11

Table 2. Descriptive Data (N = 54).

                               M    SD

Intrinsic Goal Orientation     5.3  1.0
Task Value                     5.7  1.2
Self Efficacy                  5.9  0.9
Elaboration                    4.8  1.1
Organization                   3.7  1.2
Critical Thinking              4.8  1.0
Metacognitive Self-Regulation  4.4  0.7
Time and Study Environment     5.0  1.1
Effort Regulation              5.5  0.8

Table 3. Correlations for Grades and Motivation Subscales (N = 54).

                                                 Intrinsic Goal  Task
                                         Grades  Orientation     Value

Pearson      Intrinsic Goal Orientation  0.24*
Correlation  Task Value                  0.14    0.60*
             Self Efficacy               0.20    0.45*           0.26*

* p < 0.05

Table 4. Correlations Between Learning Strategies and Grades (N = 54).

                                                               Critical
                            Grades  Elaboration  Organization  Thinking

Pearson      Elaboration     0.41*
Correlation  Organization   -0.12   0.45*
             Critical        0.46*  0.41*        0.28*
             Thinking
             Metacognitive   0.18   0.52*        0.62*         0.45*
             Self-
             Regulation

*p < 0.05

Table 5. Coefficients for Learning Strategies (N = 54).

                               Standardized Beta
Model                          Coefficients       p

Elaboration                     0.41              0.004
Organization                   -0.44              0.003
Critical Thinking               0.39              0.004
Metacognitive Self-Regulation   0.06              0.730

Table 6. Correlations for Resource Management (N = 54).

                                     Time and  Effort
                             Grades  Study     Regulation  Help-Seeking

Pearson      Time and Study   0.24*
Correlation  Effort           0.48*   0.49*
             Regulation
             Help-seeking    -0.02   -0.07     -0.02

*p < 0.05

Table 7. Coefficients for Resource Management.

                            Standardized Beta
Model                       Coefficients       p

Time and Study Environment   0.010             0.940
Effort Regulation            0.470             0.002*
Help-Seeking                -0.006             0.960

*p < 0.05
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