BIO 500 W7 Discussion Question 2

BIO 500 W7 Discussion Question 2

Explain why computing a variance of several numbers is like analyzing their differences.

An interaction variable or interaction feature is a variable constructed from an original set of variables to try to represent either all of the interaction present or some part of it. In exploratory statistical analyses it is common to use products of original variables as the basis of testing whether interaction is present with the possibility of substituting other more realistic interaction variables at a later stage. When there are more than two explanatory variables, several interaction variables are constructed, with pairwise-products representing pairwise-interactions and higher order products representing higher order interactions.

The binary factor A and the quantitative variable X interact (are non-additive) when analyzed with respect to the outcome variable Y.

Thus, for a response Y and two variables x₁ and x₂ an additive model would be:

Y=c+ax_{1}+bx_{2}+{\text{error}}\,

In contrast to this,

Y=c+ax_{1}+bx_{2}+d(x_{1}\times x_{2})+{\text{error}}\,

is an example of a model with an interaction between variables x₁ and x₂ (“error” refers to the random variable whose value is that by which Y differs from the expected value of Y; see errors and residuals in statistics). Often, models are presented without the interaction term $d(x_{1}\times x_{2})$ , but this confounds the main effect and interaction effect (i.e., without specifying the interaction term, it is possible that any main effect found is actually due to an interaction).

Click here to ORDER an A++ paper from our Verified MASTERS and DOCTORATE WRITERS: BIO 500 W7 Discussion Question 2

In statistics, an interaction may arise when considering the relationship among three or more variables, and describes a situation in which the effect of one causal variable on an outcome depends on the state of a second causal variable (that is, when effects of the two causes are not additive).^[1]^[2] Although commonly thought of in terms of causal relationships, the concept of an interaction can also describe non-causal associations. Interactions are often considered in the context of regression analyses or factorial experiments.

The presence of interactions can have important implications for the interpretation of statistical models. If two variables of interest interact, the relationship between each of the interacting variables and a third “dependent variable” depends on the value of the other interacting variable. In practice, this makes it more difficult to predict the consequences of changing the value of a variable, particularly if the variables it interacts with are hard to measure or difficult to control.

The notion of “interaction” is closely related to that of moderation that is common in social and health science research: the interaction between an explanatory variable and an environmental variable suggests that the effect of the explanatory variable has been moderated or modified by the environmental variable.

Participation for MSN

Threaded Discussion Guiding Principles

The ideas and beliefs underpinning the threaded discussions (TDs) guide students through engaging dialogues as they achieve the desired learning outcomes/competencies associated with their course in a manner that empowers them to organize, integrate, apply and critically appraise their knowledge to their selected field of practice. The use of TDs provides students with opportunities to contribute level-appropriate knowledge and experience to the topic in a safe, caring, and fluid environment that models professional and social interaction. The TD’s ebb and flow is based upon the composition of student and faculty interaction in the quest for relevant scholarship. Participation in the TDs generates opportunities for students to actively engage in the written ideas of others by carefully reading, researching, reflecting, and responding to the contributions of their peers and course faculty. TDs foster the development of members into a community of learners as they share ideas and inquiries, consider perspectives that may be different from their own, and integrate knowledge from other disciplines.

Participation Guidelines

Each weekly threaded discussion is worth up to 25 points. Students must post a minimum of two times in each graded thread. The two posts in each individual thread must be on separate days. The student must provide an answer to each graded thread topic posted by the course instructor, by Wednesday, 11:59 p.m. MT, of each week. If the student does not provide an answer to each graded thread topic (not a response to a student peer) before the Wednesday deadline, 5 points are deducted for each discussion thread in which late entry occurs (up to a 10-point deduction for that week). Subsequent posts, including essential responses to peers, must occur by the Sunday deadline, 11:59 p.m. MT of each week.

Direct Quotes

Good writing calls for the limited use of direct quotes. Direct quotes in Threaded Discussions are to be limited to one short quotation (not to exceed 15 words). The quote must add substantively to the discussion. Points will be deducted under the Grammar, Syntax, APA category.

Grading Rubric Guidelines

Performance Category	10	9	8	4	0
Scholarliness Demonstrates achievement of scholarly inquiry for professional and academic decisions.	Provides relevant evidence of scholarly inquiry clearly stating how the evidence informed or changed professional or academic decisions Evaluates literature resources to develop a comprehensive analysis or synthesis. Uses valid, relevant, and reliable outside sources to contribute to the threaded discussion	Provides relevant evidence of scholarly inquiry but does not clearly state how the evidence informed or changed professional or academic decisions. Evaluates information from source(s) to develop a coherent analysis or synthesis. Uses some valid, relevant, reliable outside sources to contribute to the threaded discussion.	Discusses using scholarly inquiry but does not state how scholarly inquiry informed or changed professional or academic decisions. Information is taken from source(s) with some interpretation/evaluation, but not enough to develop a coherent analysis or synthesis. Little valid, relevant, or reliable outside sources are used to contribute to the threaded discussion. Demonstrates little or no understanding of the topic.	Discusses using scholarly inquiry but does not state how scholarly inquiry informed or changed professional or academic decisions. Information is taken from source(s) without any interpretation/evaluation. The posting uses information that is not valid, relevant, or reliable	No evidence of the use of scholarly inquiry to inform or change professional or academic decisions. Information is not valid, relevant, or reliable
Performance Category	10	9	8	4	0
Application of Course Knowledge – Demonstrate the ability to analyze, synthesize, and/or apply principles and concepts learned in the course lesson and outside readings and relate them to real-life professional situations	Posts make direct reference to concepts discussed in the lesson or drawn from relevant outside sources; Applies concepts to personal experience in the professional setting and or relevant application to real life.	Posts make direct reference to concepts discussed in the lesson or drawn from relevant outside sources. Applies concepts to personal experience in their professional setting and or relevant application to real life Interactions with classmates are relevant to the discussion topic but do not make direct reference to lesson content	Posts are generally on topic but do not build knowledge by incorporating concepts and principles from the lesson. Does not attempt to apply lesson concepts to personal experience in their professional setting and or relevant application to real life Does not demonstrate a solid understanding of the principles and concepts presented in the lesson	Posts do not adequately address the question posed either by the discussion prompt or the instructor’s launch post. Posts are superficial and do not reflect an understanding of the lesson content Does not attempt to apply lesson concepts to personal experience in their professional setting and or relevant application to real life	Posts are not related to the topics provided by the discussion prompt or by the instructor; attempts by the instructor to redirect the student are ignored No discussion of lesson concepts to personal experience in the professional setting and or relevant application to real life
Performance Category	5	4	3	2	0
Interactive Dialogue Replies to each graded thread topic posted by the course instructor, by Wednesday, 11:59 p.m. MT, of each week, and posts a minimum of two times in each graded thread, on separate days. (5 points possible per graded thread)	Exceeds minimum post requirements Replies to each graded thread topic posted by the course instructor, by Wednesday, 11:59 p.m. MT, of each week, and posts three or more times in each graded thread, over three separate days. Replies to a post posed by faculty and to a peer Summarizes what was learned from the lesson, readings, and other student posts for the week.	Replies to each graded thread topic posted by the course instructor, by Wednesday, 11:59 p.m. MT, of each week, and posts a minimum of two times in each graded thread, on separate days Replies to a question posed by a peer Summarizes what was learned from the lesson, readings, and other student posts for the week.	Meets expectations of 2 posts on 2 different days. The main post is not made by the Wednesday deadline Does not reply to a question posed by a peer or faculty	Has only one post for the week Discussion posts contain few, if any, new ideas or applications; often are a rehashing or summary of other students’ comments	Does not post to the thread No connections are made to the topic
	Minus 1 Point	Minus 2 Point	Minus 3 Point	Minus 4 Point	Minus 5 Point
Grammar, Syntax, APA Note: if there are only a few errors in these criteria, please note this for the student in as an area for improvement. If the student does not make the needed corrections in upcoming weeks, then points should be deducted. Points deducted for improper grammar, syntax and APA style of writing. The source of information is the APA Manual 6th Edition	2-3 errors in APA format. Written responses have 2-3 grammatical, spelling, and punctuation errors. Writing style is generally clear, focused, and facilitates communication.	4-5 errors in APA format. Writing responses have 4-5 grammatical, spelling and punctuation errors. Writing style is somewhat focused.	6-7 errors in APA format. Writing responses have 6-7 grammatical, spelling and punctuation errors. Writing style is slightly focused making discussion difficult to understand.	8-10 errors in APA format. Writing responses have 8-10 grammatical, spelling and punctuation errors. Writing style is not focused, making discussion difficult to understand.	Post contains greater than 10 errors in APA format. Written responses have more than 10 grammatical, spelling and punctuation errors. Writing style does not facilitate communication. The student continues to make repeated mistakes in any of the above areas after written correction by the instructor
	0 points lost				-5 points lost
Total Participation Requirements per discussion thread	The student answers the threaded discussion question or topic on one day and posts a second response on another day.				The student does not meet the minimum requirement of two postings on two different days
Early Participation Requirement per discussion thread	The student must provide a substantive answer to the graded discussion question(s) or topic(s), posted by the course instructor (not a response to a peer), by Wednesday, 11:59 p.m. MT of each week.				The student does not meet the requirement of a substantive response to the stated question or topic by Wednesday at 11:59 pm MT.

NOTE: To receive credit for a week’s discussion, students may begin posting no earlier than the Sunday immediately before each week opens. Unless otherwise specified, access to most weeks begins on Sunday at 12:01 a.m. MT, and that week’s assignments are due by the next Sunday by 11:59 p.m. MT. Week 8 opens at 12:01 a.m. MT Sunday and closes at 11:59 p.m. MT Wednesday. Any assignments and all discussion requirements must be completed by 11:59 p.m. MT Wednesday of the eighth week.

BIO 500 W7 Discussion Question 2