PERFORMANCE TRENDS IN ALGEBRAIC REASONING: 1996 to 2011 Expanded Form of the Paper Published in the Proceedings of PME-NA 2012 Peter Kloosterman Indiana University [email protected] Michael Roach Indiana University [email protected] Crystal Walcott Indiana University Purdue University Columbus [email protected] Doris Mohr University of Southern Indiana [email protected] This study focused on the algebra knowledge of 4th and 8th grade students as measured by the 1996 through 2011 NAEP mathematics assessments. Over that period, 149 algebra-focused items were used allowing analysis of performance on topics such as understanding and use of algebraic expressions, understanding of numeric patterns, and ability to use equations and inequalities to solve problems. The items described in this paper provide a good sense of how well students perform on algebra-related tasks and overall results show gains in algebraic thinking between 1990 and 2005 have plateaued. A key theme that ran across both grades 4 and 8 was that item wording and format can have a substantial impact on student performance. Other themes include the fact that student performance improves even after the time that topics are taught and that students struggle on items that require explaining an answer. The National Assessment of Educational Progress (NAEP) has collected data on the performance of elementary, middle, and high school students in the United States since the late 1960s. Of the content areas that NAEP has assessed, there has been more growth in mathematics performance than any other subject area at the 4th and 8th grade levels (Kloosterman & Walcott, 2007). Growth in mathematics performance grade 12 has been modest – there was a small but statistically significant gain between 1990 and 2000 (Braswell et al., 2001) and another between 2005 and 2009 (NAEP Data Explorer, 2012). Major changes in the grade 12 assessment between the 2000 and 2005 administrations made growth over this period difficult to quantify. In addition to reporting overall results, NAEP has reported results by content strand (number and operation; geometry; measurement; algebra; and data analysis, probability, and statistics) since 1990. Like the overall trends in mathematics performance, the trends in performance in the algebra strand for students in grade 8 showed substantial improvement between 1990 and 2011. In contrast, there was substantial improvement between 1990 and 2003 at grade 4 and while the 3-point gain in scale score between the 2003 and 2007 administrations was statistically significant, it was small compared to gains in previous years. The grade 4 algebra score did not change at all between 2007 and 2011 (NAEP Data Explorer, 2012). Given the importance of algebra and algebraic thinking (National Mathematics Advisory Panel, 2008), this study analyzed grade 4 and grade 8 NAEP algebra data from 1996 through 2011 to discuss overall trends in algebra and then focused on the 2003 through 2011 data to describe gains in students’ algebraic reasoning in the areas of (a) patterns, relations, and functions, (b) algebraic representations, (c) variables, expressions, and operations, and (d) equations. Background The National Center for Education Statistics (NCES) provides reports on overall findings after each Main NAEP mathematics assessment (e.g., Braswell et al., 2001; National Center for Education Statistics, 2011). In addition to overall results for the nation as a whole, by state, and by demographic subgroup, the reports provide technical information such as sampling procedures, item development and scoring procedures, and details of statistical analyses performed on the data. A major advantage of NAEP as opposed to state-level or college entrance (e.g., SAT) data is that NAEP data come from a representative national sample of students and thus conclusions drawn from these data are valid for the United States as a whole. Although any one student completes at most 20 NAEP items, different items are completed by different individuals so when results are pooled across students, there is information on a wide variety of mathematics skills. The 2003 Main NAEP assessment, for example, used 182 items at grade 4 and 189 items at grade 8. Of these, 26 of the grade 4 and 48 of the grade 8 items were in the algebra strand. After each administration, roughly one-fourth to one-third of the items are replaced so that there are enough items to track trends over time while allowing for updates to keep the assessment consistent with changes in curriculum. Most retired items are released to the public and available online (see http://nces.ed.gov/nationsreportcard/itmrlsx/). One of the reasons that items are retired is that they no longer represent what is being taught in schools and thus released items are not necessarily representative of the NAEP assessment as a whole1. Since the early years of NAEP, there have been interpretive reports based on the specific items used for the mathematics assessment and some of these reports have focused specifically on algebra. For example, Chazen et al. (2007) reported that gains in the algebra strand were greater than gains in any other content strand for grades 4 and 8 from the mid-1990s through 2003 but that large gaps in performance based on race/ethnicity persisted. These researchers also found that performance on items used at both grades 4 and 8 was always higher at grade 8 although the amount of difference between grades varied substantially by item. Looking at NAEP performance of grade 8 students, Sowder, Wearne, Martin, and Strutchens (2004) reported on 10 algebra items that were used in 1990, 1992, 1996, and 2000. Two of those items, focused on patterns and performance increased significantly on both. Performance also increased significantly on three of six items involving algebraic expressions or equations, and both items involving graphing. In a similar analysis, Kloosterman et al. (2004) found significant gains on all five pattern and informal algebra grade 4 items used from 1990 to 2000. Looking across content areas, D’Ambrosio, Kastberg, and Lambdin (2007) argued that factors beyond item content affected student performance. In particular, they argued that item wording and item format impacted student performance and that the impacts varied by demographic subgroup. Taken as a whole, these analyses show that progress varied depending on time frame and specific task assigned. Conceptual Framework The NAEP assessment has always been based on a conceptual framework outlining content and grade or age level assessed, sampling characteristics, item format, and additional issues such as use of calculators and complexity or difficulty of items (see National Assessment Governing Board, 2010). This framework, which is updated periodically, affects both what and who is assessed. For example, the current framework includes provisions for accommodations 1 Our analysis of the mathematics items released at grades 4 and 8 in recent years indicates that they are reasonably representative of the types of items found on NAEP although not necessarily representative of the proportion of items of each type. Because of the major changes in the content of the grade 12 assessment after 2000, grade 12 items released prior to 2005 are not representative of the current grade 12 assessment. 2 for students with disabilities in the sample whereas the framework used 20 years ago included students with disabilities only when they could complete the assessment without accommodations. For the purpose of this study, it was assumed that the NAEP frameworks and data collection procedures were adequate for item development along with collection and reporting of performance data. In addition, it is assumed that the data presented in this paper represent a broad national sample of what students are able to do from the perspective that understanding performance is essential when approaching the question of where mathematics instruction seems to be working well and where changes might be needed. Method Because the sampling procedure for Main NAEP was the same from 1996 to 2011, this study focused on all items that included algebraic concepts used during that period. Given that previous research, including the research described earlier in this document, reported on many of the algebra items used between 1996 and 2003, the main focus was on performance between 2003 and 2011. Note that only items that have been released can be reported verbatim. The research team was able to view most of the non-released items and those items were included in the analyses when it was possible to say something meaningful about an item without divulging its exact content. All grade 4 and 8 algebra-related mathematics items used between 2003 and 2011 were divided into the categories of (a) patterns, relations, and functions, (b) algebraic representations, (c) variables, expressions, and operations, and (d) equations. Tables were constructed showing the items in each category along with performance on those items for each year they were administered. Some items fell into multiple topic areas and thus appear in more than one table. The tables, along with patterns and trends in the data identified by the authors based on those tables, form the results section of this paper. Note that NAEP classifies items into one of five primary content areas (number properties and operations, measurement, geometry, data analysis and probability, algebra). Despite this classification, some items included in content areas other than algebra required algebraic reasoning to complete and thus were included in the results. Results Scale scores for the NAEP algebra strand for students at grades 4 and 8 between 1996 and 2011 are shown in Figure 1. As can be seen in the figure there was very strong growth in overall algebra skill of 4th graders between 1996 and 2003 but only minimal growth since then. Growth at grade 8 was much more consistent and, given that fewer points are needed to move a scale score up significantly at grade 8 than grade 4 (Kloosterman & Walcott, 2007), the gain of 18 points between 1996 and 2011 at grade 8 represents substantially more growth than the gain of 17 points at grade 4. 3 Figure 1. NAEP Algebra Scale Scores. Data from the NAEP Data Explorer (http://nces.ed.gov/ nationsreportcard/naepdata/dataset.aspx). Patterns, Relations, and Functions Table 1 shows the 17 grade 4 items used between 2003 and 2011 that required understanding and use of (a) shape patterns, (b) addition and subtraction patterns, (c) multiplication patterns, and (d) other patterns. Note that the “other” classification in this and other tables includes non-released items on which there was not sufficient information to be certain of placement in a specific category. For each item in the table a description of the item and the percentage of students who responded correctly to the item each year it was administered is provided2. Exact format of released items and the diagrams that accompanied some items can be seen by using the year, block, and item number given after the item description in Table 1 to identify the item in the NAEP on-line Questions Tool3 (http://nces.ed.gov/nationsreportcard/about/naeptools.asp). Looking at Table 1, it can be seen that there were four items involving shape patterns, nine more involving addition and subtraction patterns, one involving a multiplication pattern, and 2 When an item is released, the percent of students correctly answering each item is provided for the year of release. NAEP coded skipped items differently than we did and also included a factor for partial credit on some items. The percent correct shown in this paper is the percent of students who provided a fully correct answer relative to the number who answered the question and thus percent correct in the paper may not match percent correct shown online. 3 All items, whether they are released or not, have a unique NAEP item code number. The codes for each item, which are useful only to individuals who have access to the secure NAEP data, are available from the authors. 4 three others that were not classified by pattern type. Perhaps the most significant trend in Table 1 is that the percentage of students who correctly responded to the items from one administration to the next was relatively stable. This is consistent with the overall grade 4 NAEP algebra results between 2003 and 2011 (Figure 1). Of the 16 items used for more than one administration, the change in percent correct was 2% or less and not statistically significant (p>.01) for 11 of these items4. None of the other items changed by more than 5%. Another feature of the results reported in Table 1 is the substantial variation in the percentage of students who correctly answered items within each category. This was expected given that NAEP items are designed so that some differentiate strong from very strong students while others differentiate weak from very weak students. In addition to the mathematical knowledge required to answer questions, answer format and item context also appear to impact the proportion of students who answer correctly. Performance on item 4, for example, was quite low. That item asked students to explain how they found their answer and while only 15% answered correctly in 2009, another 42% either found the correct answer but failed to provide a good rationale or made a calculation mistake that resulted in an incorrect answer. A recurrent theme of item-level analyses of NAEP data is that students do relatively poorly when they have to explain their thinking (Arbaugh, Brown, Lynch, & McGraw, 2004). In 2005, 69% of students correctly found the next number in the sequence 3, 6, 5, 8, 7, 10, 9 (item 7). The pattern involved both addition and subtraction and the item used the constructed response format so students had to figure out the correct answer rather than look at a set of answers and find the one that seemed to work best. In contrast, item 9 involved a fraction where the numerator and denominator were both increasing by one. In theory, this pattern is quite simple but the fact that patterns involving fractions are rare in the grade 3 and 4 curriculum could explain why student success (28%) was barely higher than the chance level. Table 2 includes the patterns, relations, and functions items used at grade 8. Given the relative importance of these topics at grade 8 as compared to grade 4, there are more items at grade 8 and some of the items focus on graphs and relationships between sets of numbers. Item 1 in Table 2 is the same item as number 2 in Table 1 and together these table entries show that while 74% of 4th graders could identify a relatively straightforward pattern of shapes, 90% of 8th graders could do that. Similarly item 3 in Table 2, which required students to find the next two numbers in the pattern 1, 6, 4, 9, 7, 12, 10, was correctly answered by 40% of 4th graders (item 5 in Table 1) and 70% of 8th graders in 2009. The difference in performance between 4th and 8th grade is typical of trends found on Long-Term Trend NAEP where items have been used more often at multiple grade levels (Kloosterman, 2010). It is interesting to note that these items, like many of those used at multiple levels on LTT NAEP, focus on content that is usually not taught after 4th grade yet older students did significantly better. The three most difficult pattern questions for 8th graders were numbers 2 and 4, and 6. 4 Reporting of statistical significance for changes between years results in very complex tables and the chances of spurious results are high when multiple tests for statistical significance are run. For these reasons, the tables do not include statistical significance for percent correct across years on individual items. Although the size of the difference in percent correct across years varies by item, as a general rule differences of 2% or less are usually not significant at the .01 level and differences of 4% or more are usually statistically significant at the .001 level. 5 Items 2 and 6 required written justification and, as previously noted, students regularly have problems with items where they have to provide justification. Item 4 tells students that there is a constant ratio between terms in the sequence 35, 280, 2240 but even with that information, only about 1/3 were able to calculate the next term. Given that calculators were not allowed for this item, it is hard to know whether students did poorly because they did not know what to do to find the next term or because they could not do the relatively complex calculations. Very few students could identify the slope in a linear setting (item 9) or relate a linear equation to its graph (item 11). On the other hand, almost all students could infer straightforward information from a graph (items 13a and 13b) and over half could infer average speed from a graph of time and distance (item 13c). The fact that only 19% could explain why the line showing distance would end when the destination point was reached (item 13d) is yet another example of the difficulties students have in explaining mathematical concepts in writing. The items classified as “other” in Table 2 required a variety of skills with equations and graphs. Performance on item 14 was the lowest of these items, likely because two pieces of information had to be added to a chart and then a generalization had to be made for the to be counted correct. On the positive side, 85% of students identified at least one of those. Of the remaining items, performance was over 50% only on items 17 and 20. Looking at Table 2 as a whole, one gets the sense that some but certainly not all 8th graders can understand and explain relationships between two variables in different settings and formats. The items in the table range from the purely visual (item 1) to the connection between symbols and graphs (item 11), to the purely graphical (item 20). Taken together, they give an excellent sense of how well 8th-grade students do on tasks involving patterns and functions. Algebraic Representations Tables 3 and 4 show 4th and 8th grade performance on items involving algebraic representation. As was the case in Tables 1 and 2, there was little change over time at grade 4 (Table 3) while performance was stable or increasing over time on most items at grade 8 (Table 4). Over 70% of 4th graders correctly answered item 1 in Table 3 which required multiple steps (find the next three numbers on a number line with marks at 485, 490, 495, and then use a calculator to add them), showing that a majority of 4th graders both understand number lines and can add 3-digit numbers with a calculator. Item 3 required interpretation of a number line where increments were tenths rather than whole numbers and a little more than half of students were successful. Item 7 involved a speedometer that was marked in both miles per hour and kilometers per hour. Less than two-thirds of students correctly realized the speedometer was showing movement about 5 mph below the speed limit – the fact that 8th graders do not drive and thus are not used to reading a speedometer showing both miles and kilometers may explain the relatively low performance in relation to the minimal thinking required for this item. Item 9 simply required writing “go 4 blocks north and 3 blocks east,” and that likely explains why performance was high (69%) for an item where students had to provide an answer of more than one word or number. Item 12 required reading a graph and then doing a very straightforward extrapolation to find a point not on the graph. Seventy-three percent of 4th graders could read the graph to find out how long it took to answer 3 problems and 54% were able to also complete the extrapolation. 6 Table 4 includes a wide range of items and, as was the case with Tables 1 to 3, performance varied substantially depending on the content, context, and item format. Items 1 and 4 were the only items that were also given at grade 4. A correct response for item 1 in Table 4 (and item 2 in Table 3) involved writing a whole number (3) and fractional quantities (3 ½, 3 ¾) on a number line. Eighth-graders did substantially better than 4th graders (77% vs. 45% in 2009). Item four in both Tables 3 and 4 was the number line where increments were tenths rather than whole numbers previously mentioned and performance on that item was also substantially better at grade 8 than at grade 4 (89% vs. 44% in 2005). Items 8 and 9 required identifying the coordinates of a point and, taken together, suggest that 70% or more of eighthgraders have this skill. Item 12 involved interpolating the x intercept of a curve that crossed the x axis between 1 and 2. Performance on this item was a bit less than performance on the extrapolation item given to 4th graders and mentioned above (item 12 in Table 3). The 4th grade item required writing in an answer while the 8th grade was multiple choice so the likely reason that performance on the 8th grade item was lower was that it required estimating the intercept and the use of decimals whereas the extrapolated point on the 4th grade item was a whole number value on the grid provided. Performance on item 21 in Table 4 improved from 55% to 65% between 2005 and 2009. This non-released item focused on finding the equation of a line and the substantial improvement on this item indicates that student performance on finding the equation of a line is improving in some contexts. Variables, Expressions, and Operations Tables 5 and 6 focus on understanding and use of variables, expressions, and operations at grades 4 and 8, respectively. Performance on item 1 in Table 5, which involved an expression using subtraction (32-N), was somewhat higher than performance on item 2, which involved the expression N x 7 (82% vs. 62% in 2005). Item 3 also involved multiplication and performance on this item (33% in 2007, 35% in 2011) was dramatically lower than item 2. One possible explanation for this discrepancy is that the wording in item 3 says “total number of pencils” and for some 4th graders, the word total may have prompted them to add. Support for this explanation comes from the fact that in 2009, 36% chose the addition distractor (18+p) for the item. Regardless, the difference in performance on items 2 and 3 indicates that relatively minor wording changes can make a large difference in performance, especially on items such as variable expressions that are just being introduced in the curriculum at 4th grade. None of the variables, expressions, and operations items used at grade 8 (Table 6) were used at grade 4 and performance on the grade 8 items was relatively stable except for two nonreleased items (6 and 13) where there was significant improvement. Item 16 required understanding of the term square root so the improved performance there indicates more middle school students are seeing and using square roots. The relatively strong performance on item 1 (73% in 2007) shows that by the time they are in 8th grade, many students can interpret expressions written with multiple variables (m x p in this case). The strong performance on item 9 (80% in 2007) shows that most 8th graders understand what it means to substitute a value into an expression. Less than half know that 6(x+6) is 6x+36 (item 4). Item 5 was by far the most challenging for 8th graders as only 1% answered correctly in 2011. The item showed a sign saying that the first CD is $12 and additional CDs were $6 (including tax) and students had to write an expression for the cost of buying n CDs. A common mistake was failing to account for 7 the first CD in the expression and thus writing 12 + 6n rather than 12 + 6(n-1) or 6 + 6n. Looking at items 1, 4, and 5 as a group indicates that many 8th graders can write simple variable expressions (item 1) but far fewer know more than basic rules for combining variable expressions (item 4) and very few can write linear expressions where the constant is not obvious (item 5). Equations and Inequalities Given the limited use of equations at grade 4, only 5 items involving equations and no items involving inequalities appeared on the grade 4 NAEP between 2003 and 2011 (Table 7). Performance was strong on items 2, 3 and 4, which all required recognizing a reasonable substitution for a variable to make an equation true. Almost all 4th graders would be able to figure out that 29-8=21 so it is likely the item format – use of the box to represent a variable – caused 30% to answer item 1 incorrectly. Similarly, there is nothing very complex about item 5 (see Figure 2) so the fact that less than half answered correct is likely due to lack of understanding the diagrams used to present the problem. Figure 2. Item 5 from Table 7 As was the case with variables and expressions, there were many more items involving equations at grade 8 than grade 4. Items 4 and 5 in Table 8 were related in that they both involved problems that could be solved by writing and solving simple equations (x + 3x = 152 in item 4, x + 2x = 18 in item 5). The similarity in performance on the two items (47% and 52% in 2007) may be misleading. One could argue that a higher proportion of students correctly answered item 5 because they only had to identify the equation needed to solve the problem. However, the numbers in item 5 were small enough that guess and check was an appropriate strategy. It is possible that if students had been asked to solve problem 5, use of guess and check would have made the percentage of students answering correctly higher. The numbers in item 4 were large enough that, even though there were only 5 answer choices to test, guess and check 8 was a relatively difficult strategy compared to writing and solving an equation. Sixteen percent of students selected 38 as the correct answer to item 4, which suggests that these individuals found the number of hot dogs sold by solving an equation or by guess and check but failed to remember that they were being asked for the number of hot dogs that Carmen rather than Shawn sold. When those who incorrectly selected 38 are pooled with those who correct solved the problem, it suggests that the number of individuals who can solve linear combination problems is higher than performance on either item 4 or 5 indicates. The supposition that some students prefer informal methods of solving linear combination problems is supported by looking at item 18 which is solvable using the equation 2.5x + 1(5-x) = 8 or 1x + 2.5(5-x) = 8. Performance on this constructed response item was quite good (76% in 2007) and the need to use decimals when writing and solving equations for this item strongly suggests that many if not most successful students used a guess and check or other informal solution method. The fact that students were asked for two pieces of information (number of newly released movies and number of classics) probably improved performance because students had to think about what the number they calculated represented. Discussion The goal of this study was to use performance on NAEP items to determine the strengths and weaknesses of American students when it comes to algebraic reasoning. The large number of algebraic reasoning items used by NAEP since 2003, and the large proportion of those that were released, makes NAEP an excellent sense of student performance on a wide range of algebraic tasks. The fact that performance on most items has been relatively stable in recent years, especially at grade 4, indicates that using items released several years ago as indicators of current student performance is justified. Even during the years 1990 through 2003 when performance in the area of algebra was increasing substantially there was relatively modest gain on many NAEP algebra items (Chazen et al. 2007; Kloosterman et al., 2004, Sowder et al., 2004) so the minimal gains on items between 2003 and 2011 are not that surprising. Although released items are available online, this study went far beyond what is available online by (a) categorizing items with algebra content by sub-topic, (b) documenting trends in performance over time on items, (c) including data on secure items, and (d) identifying issues and themes about what students know and can do with respect to algebra. It is the last of these points – identifying issues and themes – that will be the focus of this section. What Makes an Item Difficult? One thing that is clear from the tables in this paper is that exact item content, format, and context make a difference. Item 1 in Table 7, where 4th graders were asked to find the number that goes in the box in the equation □ – 8 = 21, is a good example of how unusual formats or symbolism can make it appear students know less than they do. Although item 3 in Table 7 was multiple choice rather than constructed response, we know from that item that 90% of 4th graders realize that if n + 4 = 12, then n = 8 and thus it is likely that had n or x been used rather the □ in item 1, performance on the item would have been higher than 70%. A previously noted example of how wording can affect performance involved items 2 and 3 from Table 5. On those items students had to select multiplication expressions N x 7 and 18 x p and the nearly 30% difference in performance can perhaps be explained by the wording of the two items. In item 3, the use of the word “total” may have led 4th graders to incorrectly assume addition was the appropriate operation. 9 Item 2 in Table 2 provides an example of how context may affect performance. The item, shown in Figure 3, shows a pattern of the perimeter of hexagons placed side by side and asks students to find the perimeter of the 25th figure and explain how they found that perimeter. In 2007, 19% of students correctly solved the problem and provided an explanation and another 19% found the answer but did not accurately describe their process. Students did not need to use the figure to solve the problem, which leads to the question of whether performance would have been lower or higher had the figure been omitted and students simply given the sequence 6, 10, 14, 18, … and asked to find the 25th term. This would have meant less reading and interpreting of the figure (see D’Ambrosio et al, 2007 for a discussion of the impact of reading on NAEP items) and thus saved students time. On the other hand, the diagram of the first four figures may have helped visualize the need to add 4 for each new hexagon and thus removing the diagram may have made the problem harder. A related policy question is whether simply providing the sequence would have been more in line with the algebraic reasoning that the NAEP framework says this item should be measuring. Only half of the students who got the right answer also explained their process to receive full credit. As noted earlier in this paper and in Arbaugh et al., (2004), students often do poorly when they have to explain their reasoning. Figure 3. Item 2 from Table 2 What do we want elementary and middle school students need to know about algebraic reasoning? For the purposes of this study, we have defined algebraic reasoning as what is measured by current and recently released NAEP items. With the introduction of the Common Core State Standards (www.corestandards.org), the most important aspects of algebraic reasoning are likely to become what is specified in the standards. For each of the grades K through 5, the CCSS specify standards for “operations and algebraic thinking.” At grades 3 and 4 the standards focus on representing and solving multi-step word problems with all four operations, understanding factors and multiples, and identifying and explaining number and shape patterns. With respect to 10 these standards, NAEP data tell us, for example, that most 4th graders have at least a minimal understanding of variable expressions as long as those expressions are used in standard formats and contexts (Tables 5 and 7). They can also identify straightforward numeric and geometric patterns as long as they do not have to describe those patterns (Table 1). Multi-step word problems are in the number and operation strand of NAEP and thus not described in this paper and while there are a few NAEP items dealing with factors and multiples, those are also considered number and operation rather than algebra. The eight Common Core Standards for mathematical practice (making sense of problems, abstract reasoning, constructing arguments, modeling, using tools, precision, use of structure, regularity in reasoning) apply to all grade levels and, while those standards are open to interpretation, the poor performance on any items requiring justification suggests ability to construct arguments, interpret a model, and explain reasoning are generally poor at both grades 4 and 8. At grades 7 and 8, the CCSS do not specify algebraic reasoning standards, focusing instead on ratios and proportional relationships, expressions and equations, solving problems using equations and formulas, and defining and evaluating functions. Although there are more algebra items on the 8th-grade than the 4th-grade NAEP assessment, the proportion of items in the algebra strand that map to CCSS algebra skills seems smaller. Moreover, the data from those items suggest that it will be difficult to meet those standards in the short term. For example, only a third of 8th graders correctly answered item 4 in Table 2 where they had to calculate a ratio to find the next term of a sequence. Just over one third correctly answered a question involving rates (item 15, Table 2) and performance on the item requiring identification of the graph of y = – 2x + 1 (item 11, Table 2) was near the chance level. Although 72% could read a non-linear graph (item 26, Table 4), only 48% could find change in y given change in x for a linear function (item 22, Table 4). In short, if we define algebraic reasoning as what is outlined by the CCSS, 8th-grade performance is acceptable in some areas but certainly not all. Do we need to continually repeat ideas in the curriculum? Although LTT NAEP includes more items that are used at multiple levels then Main NAEP, the evidence from the items used in Main NAEP is parallel to the trend found in LTT (Kloosterman, 2010) in that performance improves as students get older. Items 1 and 3 in Table 2, items 1, 4, and 10 in Table 4, and item 1 in Table 8 were also used at grade 4. Performance of 8th graders was substantially higher than performance of 4th graders on all items even though items 1 (fractions) and 4 (decimals) in Table 4 were the only ones used at both levels that involved content that would normally be taught in middle school. One could argue that the improvement on items where content was not taught suggests that students eventually figure out that content even though it is not taught so more repetition is not needed. On the other hand, the relatively poor performance at any level on items that required more complex reasoning suggests that at least the process of solving complex problems needs continued emphasis. Is it realistic to expect students to explain their reasoning? In this paper, the only items on which students had to explain thinking to get full credit were item 4 in Table 1 (dot patterns) and items 13c and 13d in Table 2 (Josh’s car trip). Percentage correct on these questions was 15, 54, and 19 respectively. All that was required for the item where 54% answered correctly was stating how the distance formula was used. The other questions required more than application of a formula and the performance reflects that. The dot pattern item was used three times and performance dropped over that period. Based on 11 these three items, it is hard to answer the question of whether students can be expected to explain their reasoning. The data are limited and one could argue that many students have never been expected to explain their thinking and thus more focus on explanation might improve that ability. All that can be said for sure is that getting all students to explain their reasoning will be challenging. How do we prepare students for high stakes standardized assessments? NAEP data are potentially useful in both developing high stakes assessments and preparing students for such assessments because the data provide insight into what a national sample of students are likely to do on a wide variety of items. At the very least, performance on the □ – 8 = 21 item (item 1, Table 7) and the balance scale item (Figure 2) shows that students need to be aware of any unusual notation or representation, that might be used in an assessment. NAEP has a wide range of items from patterns and paths to graphs and word problems and in that sense is a good sample of what students may see on other assessments. As Lambdin and Morge (2006) suggest, released items can be used to help teachers get a sense of how their students compare to state and national samples and whether there seem to be item contexts or formats that are a particular challenge to individual students. The organization of items by topic in this paper makes selection of released items easier for teachers looking for assessment items on specific algebraic topics. In closing, we note that while good research usually raises as many questions as it answers, the NAEP data described here give the best sense we are likely to get of the algebraic thinking skills of 4th and 8th grade students in the United States. Although there are algebraic reasoning skills that are not covered by NAEP, there are items relating to most of the topics we expect students to master. With respect to performance, the picture is much better than it was 20 years ago – Kloosterman and Walcott (2007) argue that the mathematics gains at grades 4 and 8 over the last 20 years are equivalent to 2 grade levels. That being said, we have challenges ahead when we consider current performance in light of the NCTM Principles and Standards and the Common Core State Standards. References Arbaugh, F., Brown, C., Lynch, K., McGraw, R. (2004). Students’ ability to construct responses (1992-2000): Findings from short and extended-constructed response items. In P. Kloosterman & F. K. Lester, Jr. (Eds.). Results and interpretations of the 1990 through 2000 mathematics assessments of the National Assessment of Educational Progress (pp. 337-362). Reston, VA: National Council of Teachers of Mathematics. Braswell, J. S., Lutkus, A. D., Grigg, W. S., Santapau, S. L., Tay-Lim, B., & Johnson, M. (2001). The nation’s report card: Mathematics 2000. Washington, DC, National Center for Education Statistics (Report No. NCES 2001-517). Chazan, D., Leavy, A. M., Birky, G., Clark, K., Lueke, M., McCoy, W., & Nyamekye, F. (2007). What NAEP can (and cannot) tell us about performance in algebra. In P. Kloosterman & F. K. Lester, Jr. (Eds.). Results and interpretations of the 2003 mathematics assessment of the National Assessment of Educational Progress (pp. 169-190). Reston, VA: National Council of Teachers of Mathematics. D’Ambrosio, B. S., Kastberg, S. E., & Lambdin, D. V. (2007). Designed to differentiate: What is NAEP measuring? In P. Kloosterman & F. K. Lester, Jr. (Eds.). Results and interpretations of the 2003 mathematics assessment of the National Assessment of Educational Progress (pp. 289-309). Reston, VA: National Council of Teachers of Mathematics. Kloosterman, P. (2010, November). How much do mathematics skills improve with age? Findings from LTT NAEP. Paper presented at the annual meeting of the School Science and Mathematics Association. Fort Myers, FL. 12 Kloosterman, P. & Walcott, C (2007). The 2003 mathematics NAEP: Overall results. In P. Kloosterman & F. K. Lester, Jr. (Eds.). Results and interpretations of the 2003 mathematics assessment of the National Assessment of Educational Progress (pp. 23-42). Reston, VA: National Council of Teachers of Mathematics. Kloosterman, P., Warfield, J., Wearne, D., Koc, Y., Martin, W. G. & Strutchens, M. (2004). Knowledge of mathematics and perceptions of learning mathematics of fourth-grade students. In P. Kloosterman & F. K. Lester, Jr. (Eds.). Results and interpretations of the 1990 through 2000 mathematics assessments of the National Assessment of Educational Progress (pp. 71-103). Reston, VA: National Council of Teachers of Mathematics. Lambdin, D. V., & Morge, S. P. (2006). Investigating student understanding by examining NAEP test items and student performance data. In C. A. Brown & L. V. Clark (Eds.), Learning from NAEP: Professional development materials for teachers of mathematics (pp. 41-50). Reston, VA: National Council of Teachers of Mathematics. NAEP Data Explorer (2012). http://nces.ed.gov/nationsreportcard/naepdata/ National Assessment Governing Board (2010). Mathematics framework for the 2011 National Assessment of Educational Progress. Washington, DC: U.S. Department of Education. National Center for Education Statistics (2011). The nation’s report card: Mathematics 2011. Washington, DC: Institute for Education Sciences, U.S. Department of Education. National Mathematics Advisory Panel (2008). Foundations for success: Final report of the National Mathematics Advisory Panel. Washington, DC: U.S. Department of Education. Sowder, J. T., Wearne, D., Martin, W. G. & Strutchens, M. (2004). What do 8th-grade students know about mathematics? In P. Kloosterman & F. K. Lester, Jr. (Eds.). Results and interpretations of the 1990 through 2000 mathematics assessments of the National Assessment of Educational Progress (pp. 105-144). Reston, VA: National Council of Teachers of Mathematics. This paper is based upon work supported by the National Science Foundation under the REESE Program, grant number 1008438. Opinions, findings, conclusions and recommendations expressed in the paper are those of the authors and do not necessarily reflect the views of the National Science Foundation. 13 Table 1: Performance on Grade 4 Items Involving Understanding and Use of Patterns, Relations, and Functions Item Description Shape patterns 1. In the pattern shown above, which of the following would go into the blank space? [2007-M9 #17] 2. Which of the figures below should be the fourth figure in the pattern shown above? [2005-M4 #3] 3. Kiara set her beads on a table to make a repeating pattern. Some of the beads rolled off the table. Here is what was left. Which of the following should Kiara use to replace the missing beads in the pattern? [2009-M10 #8] 4. A pattern of dots is shown above. How many dots would be in the 6th picture? (1 dot, 3 dots, 6 dots, 10 dots, _ , _ ) Explain how you found your answer. [2009-M10 #13] Addition and subtraction patterns 5. Write the next two numbers in the number pattern. 1 6 4 9 7 12 10 __ __ Write the rule that you used to find the two numbers you wrote. [2009-M5 #12] 6. The numbers in the pattern 14, 26, 38, __, __ are increasing by 12. Which of these numbers is part of the pattern? [2007-M11 #3] 7. In the number pattern (3, 6, 5, 8, 7, 10, 9, ?), what number comes next? [2005-M12 #6] 8. Which rule describes the pattern shown in the table? [2005-M12 #14] 9. Addition pattern; extend pattern, numerator and denominator each increasing by one 10. The table shows how the "In" numbers are related to the "Out" numbers. When 38 goes in, what number comes out? [2007-M7 #12] 11. The table shows the number of edges for each prism. What is the number of edges for a prism if the bottom face has 7 sides? [2011-M12 #14] 12. Continue pattern using shapes to identify given shape and term-term number larger than number of shapes given 13. Sam folds a piece of paper in half once. There are 2 sections. Sam folds the paper in half again. There are 4 sections. Sam folds the paper in half again. There are 8 sections. Sam folds the paper in half two more times. Which list shows the number of sections there are each time Sam folds the paper? [2011-M9 #14] Multiplication patterns 14. Every 30 minutes Dr. Kim recorded the number of bacteria in a test tube. Which best describes what happened to the number of bacteria every 30 minutes? [2011-M8 #14] Other 15. Identify number in pattern 16. A number pattern is given, use rule for this pattern to make another beginning with a different number 17. Identify rule for function table 14 Percent Correct 2005 2007 2009 Item Type 2003 MC 45 47 MC 74 74 46 MC 70 72 72 SCR 20 15 15 40 SCR 35 37 40 MC 52 55 57 SCR 65 69 MC 21 24 MC 28 28 MC 20 20 28 MC 28 29 MC 65 64 MC MC 34 35 MC ECR 45 46 MC 2011 29 24 23 35 34 34 18 20 53 Table 2: Performance on Grade 8 Items Involving Understanding and Use of Patterns, Relations, and Functions Item Description Patterns 1. Which of the figures below should be the fourth figure in the pattern shown above? [2005-M4 #3] 2. Each figure in the pattern below is made of hexagons that measure 1 centimeter on each side. Show how you found your answer. If the pattern of adding one hexagon to each figure is continued, what will be the perimeter of the 25th figure in the pattern? [2007-M7 #14] 3. Write the next two numbers in the number pattern. 1 6 4 9 7 12 10 __ __. Write the rule that you used to find the two numbers you wrote. [2009-M5 #11] 4. In the sequence below, the ratio of each term to the term immediately following it is constant. What is the next term of this sequence after 2240? 35, 280, 2240, __ [2009-M10 #9] 5. 1, 9, 25, 48, 81, ... The same rule is applied to each number in the pattern above. What is the 6th number in the pattern? [2005-M12 #13] 6. Extend and generalize a number pattern 7. According to the pattern suggested by the four examples above, how many consecutive odd integers are required to give a sum of 144? [2005-M3 #12] Graphs of functions 8. From the starting point on the grid below, a beetle moved in the following way. It moved 1 block up and then 2 blocks over, and then continued to repeat this pattern. Draw lines to show the path the beetle took to reach the right side of the grid. [2005-M4 #10] 9. Identify slope from verbal description 10. Find change in y given x for line equation 11. Which of the following is the graph of the line with equation y = –2x + 1? [2007-M11 #11] 12. Which of the following is an equation of a line that passes through the point (0, 5) and has a negative slope? [2011-M12#7] 13. The linear graph below describes Josh’s car trip from his grandmother’s home directly to his home. [2011-M8 #15] (a) Based on this graph, what is the distance from Josh’s grandmother’s home to his home? (b) Based on this graph, how long did it take Josh to make the trip? (c) What was Josh’s average speed for the trip? Explain how you found your answer. (d) Explain why the graph ends at the x-axis. (a) through (d) all correct Other 14. Sarah has a part-time job at Better Burgers restaurant and is paid $5.50 for each hour she works. She has made the chart below to reflect her earnings but needs your help to complete it. (a) Fill in the missing entries in the chart. (b) If Sarah works h hours, then, in term of h, how much will she earn? [2007-M9 #10] 15. An airplane climbs at a rate of 66.8 feet per minute. It descends at twice the rate that it climbs. Assuming it descends at a constant rate, how many feet will the airplane descend in 30 minutes? 15 Item Type 2003 MC 90 SCR SCR 67 SCR Percent Correct 2005 2007 2009 90 18 19 68 70 70 32 32 33 12 14 18 47 25 18 48 26 29 MC 60 61 ECR MC 40 40 SCR 54 54 MC MC MC 22 2011 23 MC 31 ECR 90 ECR 94 ECR 54 ECR 19 ECR 12 SCR 24 27 27 MC 38 37 37 11 [2007-M11 #19] 16. In the equation y = 4x, if the value of x is increased by 2, what is the effect on the value of y? [2005-M3 #10] 17. Which of the following equations represents the relationship between x and y shown in the table above? [2005-M12 #17] 18. Tom went to the grocery store. The graph below shows Tom's distance from home during his trip. Tom stopped twice to rest on his trip to the store. What is the total amount of time that he spent resting? [2009-M10 #10] 19. The number of gallons of water, y, in a tank after x hours may be modeled by the linear equation y = 800 – 50x. Which of the following statements about the tank is true? [2011-M12 #15] 20. For 2 minutes, Casey runs at a constant speed. Then she gradually increases her speed. Which of the following graphs could show how her speed changed over time? [2011-M9 #3] 16 MC 33 34 MC 51 54 MC MC MC 41 42 44 46 48 48 69 70 Table 3: Performance on Grade 4 Items Involving Understanding and Use of Algebraic Representations Item Description Number lines 1. On the number line above, what is the sum of the numbers to which the arrows X, Y, and Z point? [2011-M8 #8] 2. Jorge left some numbers off the number line below. Fill in the numbers that should go in A, B, and C. [2009-M5 #15] 3. On the number line above, what number would be located at point P? [2005-M4 #5] 4. On the number line, what number does P represent? [2009-M10 #7] 5. Fill in the four missing numbers on the number line above. [2005M12 #18] 6. Choose correct time line based on before and after statements 7. The speedometer shows how fast Dale is driving. If the speed limit is 55 miles per hour (mph), which of the following is true? [2007-M9 #7] Coordinate grids and graphs 8. From the starting point on the grid below, a beetle moved in the following way. It moved 1 block up and then 2 blocks over, and then continued to repeat this pattern. Draw lines to show the path the beetle took to reach the right side of the grid. [2005-M4 #10] 9. The map below shows how to go from the school to the park. Complete the written directions that are started below. [2005M12 #17] 10. Locate points on grid/coordinate system 11. Joe rode his bicycle from his house to his friend’s house. He rode 1.7 miles along the path below. The path is marked every 0.5 mile. Put an X on the path to show how far Joe rode to his friend’s house. [2011-M12 #12] 12. The graph shows the total number of minutes it took Selena to do math problems. How many minutes did it take her to do 3 problems. Selena continues to work at the same rate. How many problems will she do in 40 minutes? [2011-M9 #9] Other 13. On the scale above, 2 cylinders balance 1 cube. Which of the scales below would balance? [2011-M12 #7] 17 Percent Correct 2005 2007 2009 Item Type 2003 MC 71 72 73 72 SCR 40 43 46 45 SCR 56 57 46 47 76 64 76 63 30 63 30 MC SCR 44 56 59 MC MC 62 76 65 SCR 22 24 SCR 69 69 SCR SCR 61 MC MC 2011 71 31 54 47 45 44 Table 4: Performance on Grade 8 Items Involving Understanding and Use of Algebraic Representations Item Description Number line 1. Jorge left some numbers off the number line below. Fill in the numbers that should go in A, B, and C. [2009-M5 #14] 2. Which of the graphs below is the set of all whole numbers less than 5? [2005-M12 #10] 3. What number is represented by point A on the number line above? [2005-M12 #12] 4. On the number line above, what number would be located at point P? [2005-M4 #5] 5. Weather records in a city show the coldest recorded temperature was –20° F and the hottest was 120. Which of the following number line graphs represents the range of recorded actual temperatures in this city? [2007-M7 #5] Graph 6. If the points Q, R, and S shown above are three of the vertices of rectangle QRST, which of the following are the coordinates of T (not shown)? [2005-M3 #13] 7. The map above shows eight of the counties in a state. The largest city in the state can be found at location B-3. In which county could this city lie? [2005-M12 #14] 8. Which point is the solution to both equations shown on the graph above? [2009-M10 #7] 9. The graph above shows lettered points in an (x, y) coordinate system. Which lettered point has coordinates (-3, 0)? [2007-M11 #2] 10. From the starting point on the grid below, a beetle moved in the following way. It moved 1 block up and then 2 blocks over, and then continued to repeat this pattern. Draw lines to show the path the beetle took to reach the right side of the grid. [2005-M4 #10] 11. According to the graph, between which of the following pairs of interest rates will the increase in the number of months to pay off a loan be greatest? [2011-M12 #9] 12. On the curve above, what is the best estimate of the value of x when y = 0? [2005-M3 #11] 13. Interpret slope from verbal description 14. Find coordinate of collinear points 15. Group of points on a line 16. The linear graph below describes Josh’s car trip from his grandmother’s home directly to his home. [2011-M8 #15] (a) Based on this graph, what is the distance from Josh’s grandmother’s home to his home? (b) Based on this graph, how long did it take Josh to make the trip? (c) What was Josh’s average speed for the trip? Explain how you found your answer. (d) Explain why the graph ends at the x-axis. (a) through (d) all correct 17. Which of the following is the graph of the line with equation y = –2x + 1? [2007-M11 #11] 18. For the figure above, which of the following points would be on the line that passes through points N and P? [2009-M10 #14] 19. Identify true statement about graph of a line 18 Percent Correct 2005 2007 2009 Item Type 2003 SCR 75 76 MC 36 37 MC 41 43 SCR 89 89 MC 59 MC 58 61 MC 85 86 MC 69 78 72 75 SCR 54 54 MC 49 MC SCR MC 77 59 67 MC MC 77 2011 72 71 70 70 18 27 53 18 29 56 12 11 50 48 ECR 90 ECR 94 ECR 54 ECR 19 ECR MC MC MC 12 22 23 25 50 52 55 31 11 20. Which of the following is an equation of a line that passes through the point (0, 5) and has a negative slope? [2011-M12 #7] 21. Find equation of the line 22. Find change in y given x for linear equation 23. Identify graph of exponential growth Equation 24. The length of a rectangle is 3 feet less than twice the width, w (in feet). What is the length of the rectangle in terms of w? [2009M10 #8] 25. The number of gallons of water, y, in a tank after x hours may be modeled by the linear equation y=800-50x. Which of the following statements about the tank is true? [2011-M12 #15] 26. Mrs. Brown would like to pay off a loan in 180 months. According to the graph, what should be the approximate percent of the interest rate on her loan? [2011-M12 #10] 27. The admission price to a movie theater is $7.50 for each adult and $4.75 for each child. Which of the following equations can be used to determine T, the total admission price, in dollars, for x adults and y children? [2011-M8 #3] Inequality 28. Graph the solution set for 3 < x < 5 on the number line below. [2011-M9 #11] 29. Select graph for inequality 30. Arrow on number line Other 31. Use algebraic model to estimate height 32. Use algebraic model to make prediction 33. The map above gives the distances, in miles, between various locations in a state park. Traveling the shortest possible total distance along the paths shown on the map, from the visitor center Teresa visits the cave, waterfall, and monument, but not necessarily in that order, and then returns to the visitor center. If she does not retrace her steps along any path and the total distance that Teresa travels is 14.7 miles, what is the distance between the cave and the monument? [2005-M3 #15] 19 MC 26 29 31 MC MC MC 55 60 47 48 65 48 48 MC 48 50 51 MC 46 48 48 SCR 75 75 72 MC 70 70 SCR 24 22 MC MC MC SCR MC 43 44 71 45 73 38 24 23 74 40 21 Table 5: Performance on Grade 4 Items Involving Understanding and Use of Variables, Expressions, and Operations Item Description Variables in equations 1. Paco had 32 trading cards. He gave N trading cards to his friend. Which expression tells how many trading cards Paco has now? [2007-M9 #5] 2. N stands for the number of hours of sleep Ken gets each night. Which of the following represents the number of hours of sleep Ken gets in 1 week? [2005-M12 #12] 3. Each of the 18 students in Mr. Hall’s class has p pencils. Which expression represents the total number of pencils that Mr. Hall’s class has? [2011-M12 #15] 4. Give algebraic expression that represents given situation Variables in tables 5. What number does n represent in the table? [2009-M10 #2] 6. Which rule describes the pattern shown in the table? [2005-M12 #14] 20 Percent Correct 2005 2007 2009 Item Type MC MC 2003 79 82 MC 61 62 MC 83 33 MC MC MC 34 51 21 82 24 2011 84 83 35 Table 6: Performance on Grade 8 Items Involving Understanding and Use of Variables, Expressions, and Operations Item Description Expression 1. If m represents the total number of months that Jill worked and p represents Jill's average monthly pay, which of the following expressions represents Jill's total pay for the months she worked? [2007-M11 #6] 2. If n is any integer, which of the following expressions must be an odd integer? [2011-M8 #8] 3. Consider each of the following expressions. In each case, does the expression equal 2x for all values of x? (a) 2 times x, (b) x plus x, (c) x times x. [2007-M9 #2] (a) 2 times x (Yes or No) (b) x plus x (Yes or No) (c) x times x (Yes or No) (a) through (c) all correct 4. Which of the following is equal to 6(x + 6)? [2005-M12 #3] 5. The Music Place is having a sale. Write an expression that shows how to calculate the cost of buying n CD’s at the sale. [2011-M9 #13] 6. Expression for seats on a van 7. Simplify an algebraic expression 8. Choose statement corresponding to expression Equation 9. If x = 2n + 1, what is the value of x when n = 10? [2007-M7 #1] Inequality 10. If a > 0 and b < 0, which of the following must be true? [2011M12 #17] Other 11. 3 + 15 ÷ 3 – 4 × 2 = [2003-M10 #12] 12. Determine the value of x 13. Given a whole number square root less than 10, find the original number. 21 Item Type 2003 MC 73 Percent Correct 2005 2007 2009 72 2011 73 MC 40 40 3 1 MC MC SCR 31 41 30 44 32 MC MC MC 63 67 MC 78 80 MC MC MC MC 27 68 38 46 28 52 66 58 61 64 29 Table 7: Performance on Grade 4 Items Involving Understanding and Use of Equations Item Description 1. 2. 3. 4. 5. □ – 8 = 21 What number should be put in the box to make the number sentence above true? [2009-M5 #7] What number does n represent in the table? [2009-M10 #2] What value of n makes the number sentence n + 4 = 12 true? [2011-M12 #3] The weights on the scale above are balanced. Each cube weighs 3 pounds. The cylinder weighs N pounds. Which number sentence best describes this situation? [2007-M7 #4] On the scale above, 2 cylinders balance 1 cube. Which of the scales below would balance? [2011-M12 #7] 22 Item Type 2003 SCR 68 Percent Correct 2005 2007 2009 2011 70 70 70 MC MC 82 84 91 83 92 90 MC 79 45 44 MC 81 47 Table 8: Performance on Grade 8 Items Involving Understanding and Use of Equations and Inequalities Item Description Linear equation in one variable 1. □ – 8 = 21 What number should be put in the box to make the number sentence above true? [2009-M5 #6] If 15 + 3x = 42, then x = [2007-M9 #4] Which of the following equations is NOT equivalent to the equation n + 18 = 23? [2011-M8 #5] 4. At the school carnival, Carmen sold 3 times as many hot dogs as Shawn. The two of them sold 152 hot dogs altogether. How many hot dogs did Carmen sell? [2007-M11 #15] 5. Robert has x books. Marie has twice as many books as Robert has. Together they have 18 books. Which of the following equations can be used to find the number of books that Robert has? [2011-M12 #5] 6. Which of the following equations has the same solution as the equation 2x + 6 = 32? [2009-M10 #1] Linear equation in two variables 7. If x = 2n + 1, what is the value of x when n = 10? [2007-M7 #1] 8. Which of the following equations represents the relationship between x and y shown in the table above? [2005-M12 #17] 9. Angela makes and sells special-occasion greeting cards. The table above shows the relationship between the number of cards sold and her profit. Based on the data in the table, which of the following equations shows how the number of cards sold and profit (in dollars) are related? [2007-M7 #15] 10. The number of gallons of water, y, in a tank after x hours may be modeled by the linear equation y = 800 – 50x. Which of the following statements about the tank is true? [2011-M12 #15] 11. The point (4, k) is a solution to the equation 3x + 2y = 12. What is the value of k? [2011-M12 #12] 12. The admission price to a movie theater is $7.50 for each adult and $4.75 for each child. Which of the following equations can be used to determine T, the total admission price, in dollars, for x adults and y children? [2011-M8 #3] 13. A rectangle has a width of m inches and a length of k inches. If the perimeter of the rectangle is 1,523 inches, which of the following equations is true? [2011-M9 #10] 14. In the equation y = 4 – x, if the value of x is increased by 2, what is the effect on the value of y? [2005-M3 #10] Quadratic equation 15. The formula d = 16t2 gives the distance d, in feet, that an object has fallen t seconds after it is dropped from a bridge. A rock was dropped from the bridge and its fall to the water took 4 seconds. According to the formula, what is the distance from the bridge to the water? [2007-M7 #9] 16. A reasonable prediction of the distance d in feet, that a car travels after the driver has applied the brakes can be found by using the formula d = 0.055r2, where r is the speed of the car in miles per hour. If Mario is driving at 60 miles per hour and applies the brakes, then according to the formula, how many feet will Mario’s car travel before it stops? [2011-M8 #12] Other 17. The temperature in degrees Celsius can be found by subtracting 2. 3. 23 Percent Correct 2005 2007 2009 Item Type 2003 MC 87 87 87 MC MC 79 80 83 MC 47 MC MC 51 MC 87 60 59 52 52 53 69 70 70 78 54 80 52 54 47 MC MC 2011 47 MC 46 48 48 MC 30 32 33 MC 70 70 MC 48 49 52 50 MC 33 MC 34 48 50 MC MC 35 35 37 18. 19. 20. 21. 22. 23. 32 from the temperature in degrees Fahrenheit and multiplying the result by 5/9. If the temperature of a furnace is 393 degrees in Fahrenheit. What is it in degrees in Celsius, to the nearest degree? [2007-M9 #14] At Jorge's local video store, "New Release" video rentals cost $2.50 each and "Movie Classic" video rentals cost $1.00 each (including tax). On Saturday evening, Jorge rented 5 videos and spent a total of $8.00. How many of the 5 rentals were New Releases and how many were Movie Classics? [2007-M11 #18] Which of the graphs below is the set of all whole numbers less than 5? [2005-M12 #10] Ravi has more tapes than magazines. He has fewer tapes than books. Which of the following lists these items from the greatest in number to the least in number? [2005-M3 #5] Graph the solution set for 3 < x < 5 on the number line below. [2011-M9 #11] Solve an algebraic inequality Solve linear inequality 24 SCR 77 76 MC 36 37 MC 87 87 76 SCR MC MC 24 31 56 57 60 22
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