{"id":237,"date":"1998-05-06T00:47:45","date_gmt":"1998-05-06T05:47:45","guid":{"rendered":"http:\/\/www.jasonmorrison.net\/content\/?p=237"},"modified":"2008-09-17T00:54:48","modified_gmt":"2008-09-17T05:54:48","slug":"the-effect-of-knowledge-on-accuracy-and-partisanship-on-distortion-of-memory-of-baseball-statistics","status":"publish","type":"post","link":"http:\/\/www.jasonmorrison.net\/content\/1998\/the-effect-of-knowledge-on-accuracy-and-partisanship-on-distortion-of-memory-of-baseball-statistics\/","title":{"rendered":"The effect of knowledge on accuracy and partisanship on distortion of memory of baseball statistics"},"content":{"rendered":"<h2>Abstract<\/h2>\n<p>In order to study the effects of expertise, time delay and partisanship on memory distortion, 34 college students watched a baseball game and then recalled statistics from the game directly after and again, one week later.\u00a0 Two tests were performed.\u00a0 In the first, subjects were grouped according to their reported expertise and experts were found to be more accurate than novices at recalling statistics.\u00a0 In the second, subjects who reported partisanship toward one team did not consistently distort toward the their team.\u00a0 Instead, distortions were mostly toward average numbers for individual statistics.\u00a0 Distortion in this study seemed to be due to filling in of more generic ideas rather than emotional gratification.<\/p>\n<h2>Introduction<\/h2>\n<p>Do people tend to distort hard-to recall information in their favor?\u00a0 The literature so far says yes.\u00a0 In Bahrick, Hall and Berger&#8217;s (1996) study, college students tended to distort memories of their high school grades upward.\u00a0 This finding is attributed in part to more frequent rehearsals of positive content, but because students who got mostly A&#8217;s were much more likely to distort a forgotten grade to an A, some of this correlation may be due to reconstruction based on generic memories.\u00a0 Their work dealt with the differences between quality-oriented and accuracy-oriented studies of memory, as suggested by Koriat and Goldsmith (1994).\u00a0 This investigation follows their model of study to some degree.<\/p>\n<p>Another related question must be asked: what is the affect of expertise and time on memory distortion?\u00a0 Some research (Sanbonmatsu, Sansone &amp; Kardes, 1991) has suggested that only moderate inferences are drawn shortly after initial processing of the information, and that stronger influences were made after an extended period of time.\u00a0 Expertise also affected inferences, with people more knowledgeable in a subject area less likely to draw inferences about unknowns than novices.\u00a0 The study, however, dealt with drawing conclusions based on a lack of knowledge rather than attempts at recall.<\/p>\n<p>Recall of a baseball game based upon common statistics is a suitable area for exploring these questions.\u00a0 Within just three innings, enough data can be collected to produce worthwhile results.\u00a0 Subjects watching the same game in the same room will have very similar encoding conditions and statistics that have definite positive and negative directions for each team are easily identified.\u00a0 Extensive statistics are kept on all baseball games, so accuracy is easily verified.\u00a0 More importantly, a wide range of fans (who tie great value to their teams performance) and non-fans (who have less reason for distortion) for each team are easy to find.\u00a0 It is believed that the emotional effect of the game will be magnified if a World Series game is used.<\/p>\n<p> <!--more--> <\/p>\n<h2>Method<\/h2>\n<p>Thirty-four Ohio Wesleyan students participated in the experiment to fulfill a requirement in their Introduction to Psychology class.\u00a0 There were 15 male and 19 female participants.\u00a0 The possibility for participation was open to any enrolled student.<\/p>\n<p>The participants watched the first three innings of game 4 of the 1997 World Series.\u00a0 They were allowed to converse and interact about the game naturally, but no one was allowed to leave the room during the game.\u00a0 At the end of the third inning, they were administered a questionnaire about specific statistics from those three innings, their level of partisanship towards the teams and their baseball expertise.\u00a0 Participants were asked to rate themselves on a scale of 1 to 7 on their partisanship, with 1 indicating avid Indians fans, four neutral, and 7 indicating avid Mariners fan. Participants were asked to rate their own baseball expertise based on a scale of 1 to 5, 1 indicating little or no knowledge, 3 average and 5 expert.<\/p>\n<p>The questions on team statistics were designed to be difficult to directly calculate or remember but readily estimated.\u00a0 The questions were on statistics important to each team&#8217;s performance.\u00a0 Statistics for each team included number of stolen bases, number of runners left on base, total number of pitches to that team, total number of strikes pitched to the team, total number of balls pitched to that team, number of assists for infielders and number of put outs for outfielders for each of the three innings.\u00a0 Participants were also asked to approximate each team&#8217;s batting average over the three-inning period.\u00a0 Participants were asked to fill out the form to the best of their ability and were not able to converse or compare answers.\u00a0 One week later students were called back and asked to complete a form with the same statistical questions.\u00a0 Again, they were not allowed to compare answers during the test.\u00a0 A copy of the questionnaire is Appendix I.<\/p>\n<p>Actual statistics from the game were verified at www.totalworldseries.com.<\/p>\n<h2>Results and Discussion<\/h2>\n<h3>Knowledge versus accuracy<\/h3>\n<p>In order to study the relationship between knowledge and accuracy the absolute difference between reported statistics and actual statistics was computed in each statistic for every participant.\u00a0 Subjects who reported baseball knowledge of 4 or 5 were assigned to the expert group and those with knowledge of 1 or 2 were assigned to the novice group and their absolute differences for each statistic were then averaged for each session (figure 1a).\u00a0 Putting participants into expert and novice groups provided a larger subject base for later testing.\u00a0 The statistics were tested with 2 x 2 ANOVAs, with session as a within subject factor and baseball knowledge as a between subject factor (Table 1).<\/p>\n<table style=\"border-collapse: collapse; width: 384pt;\" border=\"0\" cellspacing=\"0\" cellpadding=\"0\" width=\"512\">\n<col style=\"width: 48pt;\" span=\"8\" width=\"64\"><\/col>\n<tbody>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt; width: 48pt;\" width=\"64\" height=\"17\"><\/td>\n<td style=\"width: 96pt;\" colspan=\"2\" width=\"128\"><span> <\/span>Session 1<\/td>\n<td style=\"width: 96pt;\" colspan=\"2\" width=\"128\"><span> <\/span>Session 2<\/td>\n<td style=\"width: 48pt;\" width=\"64\"><\/td>\n<td style=\"width: 48pt;\" width=\"64\"><\/td>\n<td style=\"width: 48pt;\" width=\"64\"><\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\">D.V.<\/td>\n<td>Novice<\/td>\n<td>Expert<\/td>\n<td>Novice<\/td>\n<td>Expert<\/td>\n<td>Session F<\/td>\n<td>Know F<\/td>\n<td>Interact F<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\"><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\">ia1<\/td>\n<td align=\"right\">1.4167<\/td>\n<td align=\"right\">0.8462<\/td>\n<td align=\"right\">1.4545<\/td>\n<td align=\"right\">0.7692<\/td>\n<td align=\"right\">0.11<\/td>\n<td>*5.58<\/td>\n<td align=\"right\">0<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\">ia2<\/td>\n<td align=\"right\">1.9167<\/td>\n<td align=\"right\">0.9231<\/td>\n<td align=\"right\">3<\/td>\n<td align=\"right\">0.6154<\/td>\n<td align=\"right\">0.34<\/td>\n<td>***14.24<\/td>\n<td align=\"right\">1.41<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\">ia3<\/td>\n<td align=\"right\">2.5<\/td>\n<td align=\"right\">0.7692<\/td>\n<td align=\"right\">2.4545<\/td>\n<td align=\"right\">1<\/td>\n<td align=\"right\">0.1<\/td>\n<td>*7.19<\/td>\n<td align=\"right\">0.54<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\">ilob1<\/td>\n<td align=\"right\">0.4286<\/td>\n<td align=\"right\">0.3846<\/td>\n<td align=\"right\">0.6923<\/td>\n<td align=\"right\">1<\/td>\n<td>**11.22<\/td>\n<td align=\"right\">0.82<\/td>\n<td align=\"right\">1.25<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\">ilob2<\/td>\n<td align=\"right\">0.6429<\/td>\n<td align=\"right\">0.5385<\/td>\n<td align=\"right\">0.5385<\/td>\n<td align=\"right\">0.6154<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0.19<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\">ilob3<\/td>\n<td align=\"right\">0.6429<\/td>\n<td align=\"right\">0.3077<\/td>\n<td align=\"right\">1.4615<\/td>\n<td align=\"right\">1.3077<\/td>\n<td>**11.54<\/td>\n<td align=\"right\">0.74<\/td>\n<td align=\"right\">0.2<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\">ipo1<\/td>\n<td align=\"right\">2<\/td>\n<td align=\"right\">0.8462<\/td>\n<td align=\"right\">2<\/td>\n<td align=\"right\">1.3077<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">3.18<\/td>\n<td align=\"right\">0.75<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\">ipo2<\/td>\n<td align=\"right\">2.0833<\/td>\n<td align=\"right\">0.5385<\/td>\n<td align=\"right\">2.7<\/td>\n<td align=\"right\">1.1538<\/td>\n<td align=\"right\">1.62<\/td>\n<td>**11.72<\/td>\n<td align=\"right\">0.07<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\">ipo3<\/td>\n<td align=\"right\">1.8333<\/td>\n<td align=\"right\">0.3846<\/td>\n<td align=\"right\">3<\/td>\n<td align=\"right\">1.3846<\/td>\n<td align=\"right\">3.77<\/td>\n<td>**8.12<\/td>\n<td align=\"right\">0.01<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\">isb1<\/td>\n<td align=\"right\">0.2143<\/td>\n<td align=\"right\">0.0769<\/td>\n<td align=\"right\">1.1538<\/td>\n<td align=\"right\">0.3077<\/td>\n<td>*6.25<\/td>\n<td align=\"right\">3.38<\/td>\n<td align=\"right\">2.25<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\">isb2<\/td>\n<td align=\"right\">0.5<\/td>\n<td align=\"right\">0.1538<\/td>\n<td align=\"right\">1.2308<\/td>\n<td align=\"right\">0.7692<\/td>\n<td>**11.19<\/td>\n<td align=\"right\">1.89<\/td>\n<td align=\"right\">0.04<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\">isb3<\/td>\n<td align=\"right\">0.7857<\/td>\n<td align=\"right\">0.1538<\/td>\n<td align=\"right\">0.6667<\/td>\n<td align=\"right\">0.4804<\/td>\n<td align=\"right\">0.06<\/td>\n<td align=\"right\">4.09<\/td>\n<td align=\"right\">0.98<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\"><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\">ma1<\/td>\n<td align=\"right\">1.75<\/td>\n<td align=\"right\">0.5385<\/td>\n<td align=\"right\">2.0909<\/td>\n<td align=\"right\">0.6154<\/td>\n<td align=\"right\">0.37<\/td>\n<td>***18.22<\/td>\n<td align=\"right\">0.12<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\">ma2<\/td>\n<td align=\"right\">1.5<\/td>\n<td align=\"right\">0.6923<\/td>\n<td align=\"right\">2.3636<\/td>\n<td align=\"right\">0.6154<\/td>\n<td align=\"right\">0.4<\/td>\n<td>*6.66<\/td>\n<td align=\"right\">0.61<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\">ma3<\/td>\n<td align=\"right\">2.9167<\/td>\n<td align=\"right\">1.1538<\/td>\n<td align=\"right\">2.2727<\/td>\n<td align=\"right\">1.5385<\/td>\n<td align=\"right\">0.41<\/td>\n<td>*6.02<\/td>\n<td>*4.35<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\">mlob1<\/td>\n<td align=\"right\">0.9286<\/td>\n<td align=\"right\">0.5385<\/td>\n<td align=\"right\">0.5385<\/td>\n<td align=\"right\">0.5385<\/td>\n<td align=\"right\">1<\/td>\n<td align=\"right\">0.57<\/td>\n<td align=\"right\">1<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\">mlob2<\/td>\n<td align=\"right\">0.5<\/td>\n<td align=\"right\">0.3846<\/td>\n<td align=\"right\">1.0769<\/td>\n<td align=\"right\">0.7692<\/td>\n<td>**7.74<\/td>\n<td align=\"right\">1.01<\/td>\n<td align=\"right\">0.41<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\">mlob3<\/td>\n<td align=\"right\">0.6429<\/td>\n<td align=\"right\">0.5385<\/td>\n<td align=\"right\">1<\/td>\n<td align=\"right\">0.6154<\/td>\n<td align=\"right\">1.17<\/td>\n<td align=\"right\">1.48<\/td>\n<td align=\"right\">0.42<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\">mpo1<\/td>\n<td align=\"right\">2.25<\/td>\n<td align=\"right\">0.8462<\/td>\n<td align=\"right\">2<\/td>\n<td align=\"right\">1.2308<\/td>\n<td align=\"right\">0.02<\/td>\n<td align=\"right\">3.92<\/td>\n<td align=\"right\">0.84<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\">mpo2<\/td>\n<td align=\"right\">1.25<\/td>\n<td align=\"right\">0.5385<\/td>\n<td align=\"right\">1.7273<\/td>\n<td align=\"right\">1<\/td>\n<td align=\"right\">1.53<\/td>\n<td align=\"right\">2.61<\/td>\n<td align=\"right\">0<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\">mpo3<\/td>\n<td align=\"right\">1.8333<\/td>\n<td align=\"right\">0.6154<\/td>\n<td align=\"right\">2.2727<\/td>\n<td align=\"right\">1.5385<\/td>\n<td align=\"right\">2.06<\/td>\n<td align=\"right\">4.27<\/td>\n<td align=\"right\">0.61<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\">msb1<\/td>\n<td align=\"right\">0.2857<\/td>\n<td align=\"right\">0.0769<\/td>\n<td align=\"right\">1.6154<\/td>\n<td align=\"right\">0.0769<\/td>\n<td>*6.24<\/td>\n<td>*7.12<\/td>\n<td>*6.24<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\">msb2<\/td>\n<td align=\"right\">1.0714<\/td>\n<td align=\"right\">0.3077<\/td>\n<td align=\"right\">1.3846<\/td>\n<td align=\"right\">0.6923<\/td>\n<td align=\"right\">2.35<\/td>\n<td align=\"right\">3.36<\/td>\n<td align=\"right\">0.03<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td style=\"height: 12.75pt;\" height=\"17\">msb3<\/td>\n<td align=\"right\">1<\/td>\n<td align=\"right\">0.0923<\/td>\n<td align=\"right\">1.3846<\/td>\n<td align=\"right\">0.8462<\/td>\n<td align=\"right\">1.47<\/td>\n<td align=\"right\">1.85<\/td>\n<td align=\"right\">0.27<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>This test showed that more expert participants were more accurate and that accuracy decreased over time.\u00a0 As expected, the expert subjects reported numbers with a lower average deviation from the actual statistics than the novice subjects in every significant case (Table 1).\u00a0 Experts were generally more accurate for the other statistics as well.\u00a0 The effect of time on accuracy was also as expected; for both groups the subjects&#8217; data was less accurate in the second session than the first in nearly every significant case (Table 1).\u00a0 There seemed to be no pattern of significant interaction between the two independent variables.\u00a0 It is concluded then that experts were more accurate than novices and that experts had no advantage over novices in losing accuracy over time.<\/p>\n<h3>Partisanship versus memory distortion<\/h3>\n<p>The distortion of each individual was defined as a difference between the reported and actual statistic in a direction that would have benefited one of the teams.\u00a0 For each team, an inflation of the number of assists, balls pitched to the team, and number of pitches to the team was considered positive for that team and a deflation of strikes pitched to that team was considered positive for the other team.\u00a0 No other statistics were included in this study in order to avoid floor and ceiling effects.\u00a0 The number of participants who distorted toward each team was recorded for each statistic in each session.\u00a0 In order to show the relation between reported partisanship and distortion, these data were tested twice: first for all participants reporting any partisanship toward the Indians (partisanship scores of 1 through 3)(Table 2) and then for all participants reporting extreme partisanship toward the Indians (partisanship score of1)(Table 2B).\u00a0 The numbers of subjects distorting toward each team were tested with a chi-square to determine statistical significance, assuming that if no systematic distortion existed, half would distort toward each team.<\/p>\n<table style=\"border-collapse: collapse; width: 550pt;\" border=\"0\" cellspacing=\"0\" cellpadding=\"0\" width=\"733\">\n<col style=\"width: 166pt;\" width=\"221\"><\/col>\n<col style=\"width: 48pt;\" span=\"8\" width=\"64\"><\/col>\n<tbody>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl22\" style=\"height: 12.75pt; width: 166pt;\" width=\"221\" height=\"17\"><\/td>\n<td class=\"xl23\" style=\"width: 144pt;\" colspan=\"3\" width=\"192\"><span> <\/span>Session 1<span> <\/span><\/td>\n<td class=\"xl25\" style=\"border-right: 0.5pt solid black; width: 144pt;\" colspan=\"3\" width=\"192\"><span> <\/span>Session 2<span> <\/span><\/td>\n<td class=\"xl24\" style=\"border-right: 0.5pt solid black; width: 96pt;\" colspan=\"2\" width=\"128\"><span> <\/span>Statistics<\/td>\n<\/tr>\n<tr style=\"height: 13.5pt;\" height=\"18\">\n<td class=\"xl24\" style=\"height: 13.5pt;\" height=\"18\">Dependent Variable<\/td>\n<td class=\"xl25\">For Ind.<\/td>\n<td class=\"xl25\">For Mar.<\/td>\n<td class=\"xl25\">chi-square<\/td>\n<td class=\"xl25\">For Ind.<\/td>\n<td class=\"xl25\">For Mar.<\/td>\n<td class=\"xl39\">chi-square<\/td>\n<td class=\"xl37\" style=\"border-left: medium none;\">actual stat<\/td>\n<td class=\"xl40\">avg stat<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl26\" style=\"height: 12.75pt;\" height=\"17\">Indians infield assists, 1st   inning<\/td>\n<td class=\"xl27\" align=\"right\">7<\/td>\n<td class=\"xl28\" style=\"border-left: medium none;\" align=\"right\">15<\/td>\n<td class=\"xl28\" style=\"border-left: medium none;\" align=\"right\">2.9091<\/td>\n<td class=\"xl28\" style=\"border-left: medium none;\" align=\"right\">11<\/td>\n<td class=\"xl28\" style=\"border-left: medium none;\" align=\"right\">10<\/td>\n<td class=\"xl28\" style=\"border-left: medium none;\" align=\"right\">0.0476<\/td>\n<td class=\"xl28\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">2<\/td>\n<td class=\"xl29\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">1.666667<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"height: 12.75pt;\" height=\"17\">I. infield assists, 2nd   inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\" align=\"right\">6<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">12<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">2<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">12<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">7<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">1.3158<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">2<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">1.666667<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">I. infield   assists, 3rd inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\" align=\"right\">17<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">5<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">*6.5455<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">20<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">2<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">***14.7273<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">1<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">1.666667<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">I., balls   pitched to, 1st inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\" align=\"right\">11<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">17<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">1.2857<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">15<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">12<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">0.3333<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">11<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">13<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">I., balls   pitched to, 2nd inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\" align=\"right\">24<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">6<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">***10.8000<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">22<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">4<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">***12.4615<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">7<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">13<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">I., balls   pitched to, 3rd inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\" align=\"right\">8<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">23<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">**7.2581<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">2<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">27<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">***21.5517<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">21<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">13<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">I., strikes   pitched to, 1st inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\" align=\"right\">14<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">8<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">1.6364<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">11<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">14<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">0.36<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">10<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">7.333333<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">I., strikes   pitched to, 2nd inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\" align=\"right\">0<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">31<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\"><\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">0<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">29<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\"><\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">2<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">7.333333<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">I., strikes   pitched to, 3rd inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\" align=\"right\">10<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">17<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">1.8148<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">6<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">17<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">*5.2609<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">10<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">7.333333<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">I. runners   left on base, 1st inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\" align=\"right\">5<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">5<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">0<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">5<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">15<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">*5.0000<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">1<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">1.666667<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">I. runners   left on base, 2nd inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\" align=\"right\">7<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">12<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">1.3158<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">9<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">7<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">0.25<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">1<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">1.666667<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">I. runners   left on base, 2nd inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\"><\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\"><\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\"><\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\"><\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\"><\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\"><\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">3<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">1.666667<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">I., number of   pitches to, 1st inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\" align=\"right\">5<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">26<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">***14.2258<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">10<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">17<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">1.8148<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">27<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">29.66667<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">I., number of   pitches to, 2nd inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\" align=\"right\">24<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">5<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">***12.4483<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">27<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">1<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">***24.1429<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">14<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">29.66667<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">I., number of   pitches to, 3rd inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\" align=\"right\">5<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">26<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">***14.2258<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">4<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">24<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">***14.2857<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">48<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">29.66667<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">Mariners   infield assists, 1st inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\" align=\"right\">7<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">15<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">2.9091<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">2<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">18<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">***12.8000<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">1<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">0.666667<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">M. infield   assists, 2nd inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\" align=\"right\">4<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">14<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">*5.5556<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">2<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">17<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">***11.8421<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">1<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">0.666667<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">M. infield   assists, 3rd inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\"><\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\"><\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\"><\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\"><\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\"><\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\"><\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">0<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">0.666667<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">M., balls   pitched to, 1st inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\" align=\"right\">9<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">21<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">*4.8000<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">6<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">20<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">**7.5385<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">6<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">9<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">M., balls   pitched to, 2nd inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\" align=\"right\">13<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">17<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">0.5333<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">7<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">19<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">*5.5385<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">7<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">9<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">M., balls   pitched to, 3rd inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\" align=\"right\">13<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">18<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">0.8065<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">8<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">20<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">*5.1429<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">14<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">9<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">M., strikes   pitched to, 1st inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\"><\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\"><\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\"><\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\"><\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\"><\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\"><\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">0<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">3.666667<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">M., strikes   pitched to, 2nd inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\" align=\"right\">27<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">3<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">***19.2000<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">27<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">2<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">***21.5517<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">4<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">3.666667<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">M., strikes   pitched to, 3rd inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\" align=\"right\">24<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">6<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">***10.8000<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">21<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">5<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">**9.8462<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">7<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">3.666667<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">M. runners   left on base, 1st inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\" align=\"right\">8<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">7<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">0.0667<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">8<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">7<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">0.0667<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">1<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">1<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">M. runners   left on base, 2nd inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\" align=\"right\">9<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">6<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">0.6<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">14<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">8<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">1.6364<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">1<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">1<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">M. runners   left on base, 2nd inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\" align=\"right\">8<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">12<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">0.8<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">9<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">7<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">0.25<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">1<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">1<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">M., number of   pitches to, 1st inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\" align=\"right\">3<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">27<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">***19.2000<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">2<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">25<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">***19.5926<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">11<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">19.33333<\/td>\n<\/tr>\n<tr style=\"height: 12.75pt;\" height=\"17\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 12.75pt;\" height=\"17\">M., number of   pitches to, 2nd inning<\/td>\n<td class=\"xl31\" style=\"border-top: medium none;\" align=\"right\">10<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">21<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">*3.9032<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">4<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">22<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\">***12.4615<\/td>\n<td class=\"xl32\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">15<\/td>\n<td class=\"xl33\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">19.33333<\/td>\n<\/tr>\n<tr style=\"height: 13.5pt;\" height=\"18\">\n<td class=\"xl30\" style=\"border-top: medium none; height: 13.5pt;\" height=\"18\">M., number of   pitches to, 3rd inning<\/td>\n<td class=\"xl34\" style=\"border-top: medium none;\" align=\"right\">26<\/td>\n<td class=\"xl35\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">4<\/td>\n<td class=\"xl35\" style=\"border-top: medium none; border-left: medium none;\">***16.1333<\/td>\n<td class=\"xl35\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">20<\/td>\n<td class=\"xl35\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">7<\/td>\n<td class=\"xl35\" style=\"border-top: medium none; border-left: medium none;\">*6.2593<\/td>\n<td class=\"xl35\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">32<\/td>\n<td class=\"xl36\" style=\"border-top: medium none; border-left: medium none;\" align=\"right\">19.33333<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Despite the fact that all subjects in the first test group reported some amount of partisanship toward the Indians, the data does not show a systematic distortion in favor of the Indians.\u00a0 In the first session, the group distorted toward the Indians in only six out of the thirteen significant statistics and in the second session only 6 out of the 17 significant statistics.\u00a0 This does not support the theory that memory is distorted in the direction most pleasant for the subject.<\/p>\n<p>In order to explain the pattern of distortion, the actual values for the statistics were examined (Table 3).\u00a0 In 11 out of the 13 dependent variables that showed significant distortion in the first session and in 12 of the 17 in the second session, most subjects distorted toward the average of that statistic over the three innings.\u00a0 If the average over the three innings can be taken to approximate a generic expectation for that statistic, this data supports the conclusion that most subjects distorted toward generic values for most statistics.\u00a0 This tends to support the theory distortion is caused by filling in generic information where specific memories have been lost.<\/p>\n<p>The second test group, made up of the 13 students who reported very strong partisanship towards the Indians, did not significantly differ from the first test group (Table 2).\u00a0 Although there are too few cases of significance to draw solid conclusions, the data from the second group seems to conform to the findings of the first group.<\/p>\n<h3>Interaction between knowledge and partisanship<\/h3>\n<p>There were too few participants to determine the effects of interaction between distortion and partisanship (Table 4).<\/p>\n<h3>General Discussion<\/h3>\n<p>The main limitation of this study was the low number of participants.\u00a0 More significant evidence could be gathered with a larger subject base and generic groupings of ranges of expertise and partisanship could be avoided in order to look for more subtle differences.\u00a0 Also, the interaction between knowledge and partisanship could be better studied.<\/p>\n<p>Another limitation was the fact that many of the subjects, especially novices, may not have thought about these particular statistics during the game and were therefore less directly exposed to the content than others. Also, although baseball fans are interested in their favorite team&#8217;s performance, watching a game is still more passive than participating and this may be reflected in the lack of evidence for systematic distortion in the direction of the favored team.\u00a0 Involving subjects directly in a sport where statistical results reflect personal performance might have a better chance of showing this distortion.\u00a0 A sport such as bowling would be good for this study, involving participants directly as well as exposing them directly to statistical measurements of performance via score sheets.\u00a0 Enough statistics are collected during a bowling game that subjects will have a general impression without giving them exact memories of the numbers and these statistics are easily collected and verified.<\/p>\n<p><!--[if gte mso 9]><xml> Normal   0 <\/xml><![endif]--><!--  --><\/p>\n<p>References<\/p>\n<p align=\"center\">\n<p>Bahrick, Harry P., Hall, Lynda K., &amp; Berger, Stephanie A.\u00a0 (1996).\u00a0 Accuracy and distortion in memory for high school grades.\u00a0 <span style=\"text-decoration: underline;\">Psychological Science<\/span>, <em>7<\/em>, 265-271.<\/p>\n<p>Koriat, A., &amp; Goldsmith, M.\u00a0 (1994).\u00a0 Memory in naturalistic and laboratory contexts: Distinguishing the accuracy-oriented and quality-oriented approaches to memory assessment.\u00a0 <span style=\"text-decoration: underline;\">Journal of experimental Psychology: General<\/span>, <span style=\"text-decoration: underline;\">123<\/span>, 297-315.<\/p>\n<p>Sanbonmatsu, David M., Sansone, Carol, &amp; Kardes, Frank R.\u00a0 (1991).\u00a0 Remembering less and inferring more: Effects of time of judgement on inferences about unknown attributes.\u00a0 <span style=\"text-decoration: underline;\">Journal of Personality and Social Psychology<\/span>, <em>61<\/em>, 546-554.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Abstract In order to study the effects of expertise, time delay and partisanship on memory distortion, 34 college students watched a baseball game and then recalled statistics from the game directly after and again, one week later.\u00a0 Two tests were performed.\u00a0 In the first, subjects were grouped according to their reported expertise and experts were [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[5,12],"tags":[349,395,393,394,188,396],"class_list":["post-237","post","type-post","status-publish","format-standard","hentry","category-academic-papers","category-writing","tag-academic-research","tag-expertise","tag-memory-distortion","tag-partisanship","tag-psychology","tag-recall"],"aioseo_notices":[],"_links":{"self":[{"href":"http:\/\/www.jasonmorrison.net\/content\/wp-json\/wp\/v2\/posts\/237","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.jasonmorrison.net\/content\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.jasonmorrison.net\/content\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.jasonmorrison.net\/content\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.jasonmorrison.net\/content\/wp-json\/wp\/v2\/comments?post=237"}],"version-history":[{"count":2,"href":"http:\/\/www.jasonmorrison.net\/content\/wp-json\/wp\/v2\/posts\/237\/revisions"}],"predecessor-version":[{"id":345,"href":"http:\/\/www.jasonmorrison.net\/content\/wp-json\/wp\/v2\/posts\/237\/revisions\/345"}],"wp:attachment":[{"href":"http:\/\/www.jasonmorrison.net\/content\/wp-json\/wp\/v2\/media?parent=237"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.jasonmorrison.net\/content\/wp-json\/wp\/v2\/categories?post=237"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.jasonmorrison.net\/content\/wp-json\/wp\/v2\/tags?post=237"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}