ELEMENTS IN STATISTICAL CONCEPTS
ARTICLE 1 A FRAMEWORK FOR CHARACTERIZING CHILDRE'S STATISTICAL THINKING
Ulasan 
Teaching experiments (Cobb, 1999) are needed to evaluate the viability of using the framework for informing instruction in regular classroom situations, that is, to assess the ease and effectiveness with which classroom teachers can use the statistical thinking framework to enhance student learning in data handling. Such research would also provide further opportunities for fine-tuning the framework and for tracing students’ statistical thinking across levels. In essence, further research is needed to continue the iterative process of framework building so that it will be more effectivefor supporting instructional programs that build on students’ prior knowledge,
foster their thinking, and monitor their understanding.
ARTICLE 2 HOW STUDENTS LEARN STATISTICS
 Ulasan
Research in the areas of psychology, statistical education, and   mathematics education is reviewed and the results applied to the   teaching of college-level statistics courses. The argument is made that   statistics educators need to determine what it is they really want   students to learn, to modify their teaching according to suggestions   from the research literature, and to use assessment to determine if   their teaching is effective and if students are developing statistical   understanding and competence ARTICLE 3 BASIC STATISTICAL CONCEPTS
Ulasan
 Data sampling is used to learn more about people such as consumers,  events such as consumer spending, and information such as how much a  consumer spends. In other words, data sampling is the acquisition of  recorded numbers, information, facts or events in the form of a data set  or multiple data sets. This data set is the data sample that is used in  obtaining statistical answers for questions.  Data can be collected in a  number of ways, one of which is the sample method.ARTICLE 4 THE LANGUAGE OF CONDITIONAL PROBABILITY
Ulasan
 A teacher should consider students’ vocabulary as part of this body of preexisting understandings. Introducing conditional  probability in familiar language rather than the traditional statistical terms can be a way of linking new ideas to  existing knowledge, especially when the familiar language emphasizes a visual representation of the conditional events in  the context of set theory. The set-theory phrasing can be used with traditional statistics texts or with a variety of  elegant and useful teaching methods that have been proposed for demystifying conditional probabilitiesARTICLE 5 TRAINING TEACHERS TO DEVELOP STATISTICAL THINKING
Ulasan
Teachers as part of their content knowledge must learn to play the game of statistics in empirical enquiry and build keu statistical concepts related to thinking, reasoning.
Teachers as part of their content knowledge must learn to play the game of statistics in empirical enquiry and build keu statistical concepts related to thinking, reasoning.
