[数学建模设计精品] 大学生就业问题论文

大学生就业问题摘要大学生的就业问题一直是社会广泛关注的问题，能否更好地就业成为本论文研究的中心问题。在第一问中，我们认为毕业生的平均起薪与当年的GDP和当年的毕业生人数存在很大关联度。所以我们采用多元线性回归的模型，利用已知的GDP和毕业生人数数据，对2011年毕业生平均起薪进行预测。由于每一年的毕业生人数将在另一年的年末计算出来，而且我们发现2001年至2009年的大学毕业生人数具有灰指数性，所以我们运用灰色系统对2010年及2011年毕业生进行预测。由于数据的光滑度不高，直接预测的效果不好，与我们所了解的大概值相去甚远，所以我们有进一步提高数据光滑度。提高光滑度是一项复杂的工G1328，我们运用了G2265G6336G3534于G2001数G79G81G91G2476G6454G451G989G16294G2476G6454G451G17139G5142G2001数G2476G6454G12573G12573在G1881的G7053G8873，G12946度均不高。G1075G4593G16809更G6454模型，运用GG7081，G81G709G1582预测，G1306G2376出现G11458G2081G19602以解G1927的G256解的G9430G12239G257现G16949。G7380G2530我们发现运用G5381G2282算G4388对数据进行平滑G2530，用G80G68G87G79G68G69计算G1055G2530，G5483G2052的预测数据G12946度G17751高。运用预测的毕业生人数，我们对2011年毕业生的平均起薪进行预测，G5483G2052的G13479果G3926G991G15932G726学G2394G999G12197本G12197G11817G3775起薪/元1G261G222G2292G22G23G25G24G999G12197与本G12197的平均起薪预测G17751为G1946G11842，G1306G11817G3775的G2376回G17876，G1186现有的G4466G19481G5785G1929和我们所G7609G16822G5483G2052的相关G17176G7021而G16340，G11817G3775毕业生的平均起薪有G6357平G6122G4581G18339G3698G19283的G17247G2195，对于预测的G13479果出现了相对的G16835G5058，我们认为G1039G16213是数据G18339G3838G4581的G2419G3252。在第G1120问中，G17902G17819用G40G59G38G40G47G2010G7524G15932G1120我们发现G15G7411G7407G7388薪G15441G9994G7234G17953高于起薪，G1306G19555G11540G8726G13856G3845G17145G8437数的G3698G2164，G7411G7407G7388薪与G4466G19481起薪G17246接G17829，在第G989G8437G7114G1972G1058一G14280，而第G3247G8437G7114起薪就G11065高于G7411G7407G7388薪。由G8504可以认为G8726G13856G3845G17145G8437数G3698多G2530，毕业生们的对G7388薪的G7411G7407G1075就逐步G991降，甚至与自身能力不相符，G3252其G4466G19481起薪高于其G7411G7407。就业指导培训在本质上是为了帮助毕业生更好地就业而创立的。所以G7411G7407G7388薪G451G8726G13856G3845G17145G8437数与是否参G2164就业指导培训对毕业生起薪存在某种影响和关联。我们根据90位毕业生的G7411G7407G7388薪G451G4466G19481起薪G451G8726G13856G3845G17145G8437数和是否参G2164就业指导培训的调G7609G15932建立了相关的多元G1120项式回归模型，G5483G2052了G989个数据G1055间的相互关系。由G8504我们G17902G17819G80G68G87G79G68G69的一个交互式界面，输入这90位毕业生的信息，就能G5483出他们的建议G7411G7407G7388薪区间。我们发现每位毕业生G4466G19481起薪总在这个G7411G7407G7388薪区间G1055间，说明这个G7411G7407G7388薪区间是有效的。关键字灰色系统G451G5381G2282算G4388G451多元线性回归G451G80G68G87G79G68G69G451多元G1120项式回归1问题重述大学毕业生就业问题不仅关系G2052每个学生的G2081途，还直接影响G2052我国高G12573教育的发展，更是关系G2052我国社会人力G17176源和经济发展状G1929的一件大事。人力G17176源和社会保障部部G19283尹蔚民3G73888日在北京G15932示，G17829G1972年数据显示高校毕业生初G8437就业率在7075G1055间，年底就业率G3534本上能够达G205290以上。今年高校毕业生有660万人，总G18339的压力非常大。在对学生的调G7609中了解G2052G726学生对学校的就业指导保G6357一种迷茫的态度。大部G2010学生承认，G11458G2081他们G7380关心找工G1328的事。在这种新的形G2195G991，开设就业指导课程，引导学生转G2476就业观念，提升G13856场竞争力和G1039动适应社会的能力，是非常及G7114和必G16213的。G159321给出了2007年2010年全国大学毕业生的平均起薪。G159322是针对某高校是否开设就业指导课的学生就行调G7609数据G15932。1G709进一步收集数据，G13479合影响大学毕业生起薪点的有关G3252素G708G3926当年毕业生总数G451国家生产总值G12573G12573G709，建立模型预测2011年大学生平均起薪。2G709在G159322的G3534础上G708G1075可补充数据G709，构建综合评价模型，定G18339G2010G7524就业指导课程G451G7411G7407G7388薪及G8726G13856G8437数G12573对于大学生就业产生的影响。考虑不同学生G1055间的能力G5058距，适当降低G7411G7407G7388薪可以帮助学生更好地就业，G16843G13479合G1332的综合评价模型给出以上90G2529大学生的建议G7411G7407G7388薪。3G709G13479合G159322和G159323，建立模型定G18339G2010G7524是否有必G16213在G11817G3775研究生中开设就业指导课程。2问题一21问题分析根据G4572011年薪G18240G11345G11394G1082G458中指出的大学生毕业起薪G18240G3698G19283G17907度G2475G3818部G10627G3671的影响，G1039G16213为G7261G451薪G18240G3698G19283和当年度GDPG3698G19283有G7509G5390的G8503相关性，G1016G13785相关系数达G2052095。2G451薪G18240G3698G19283G2475G17902G17147G14204G13972的影响，薪G18240G3698G19283G16213大G5145高于CPI上G9084，G2604工的G9397G5859度G6177能提升。3G451G9052G17165G13785信心指数和采G17153经G10714人指数是G7422来经济发展的指G2533G7643，能够G2465G7156G9052G17165G13785收入预G7411和G4451观经济发展G17247G2195。4G451G3845业率是G2465G7156G2183动力G1391G19668关系的一个G17751直观的指G7643，G3845业率G991降G5859G2631G11540经济G2533好，薪G18240上G9084。根据多种G3252素G13479合，我们认为大学毕业起薪点与当年应G4638毕业生人数和GDP这G1016个G4451观G3252素G7380为相关，所以我们将G17902G17819G2010G7524这G1016个数据来预测2011年大学毕业生的平均起薪。G17902G17819G2010G7524中国教育部的统计数据我们观G4531G2052，当年G2520毕业生的G1946G11842人数G19668在G991一年年末的G7114G1517G7053可统计出来。G1075就是说2010年大学毕业生人数，至今还G7422统计出，G2494有大概的数据。所以我们必G20047对2010年及2011年大学生毕业人数进行预测。可以发现的是，这G1135数据是具有灰指数性的，所以我们利用灰色系统对2010和2011年的大学生人数进行预测。同G76912011年的GDP数据G1075是具有灰指数性的，所以G1075可G17902G17819灰色系统进行预测。由于每一年大学毕业生与当年的GDPG18129对当年大学毕业生的起薪有影响，且成某种线性关系，所以我们利用G1120元线性回归的G7053G8873找出G4439们与当年大学毕业生起薪点的关系。22问题假设1G451G1563设在2011年年初至年末，我国经济G6365以G5460G17247G2195平G12295G3698G19283，G8821有发生G1231G1321G18341G15713G2373G7438G451自G9994G9810G4487G451人为G11784G3363G12573现G16949。2G451G1563设在2011年毕业生人数G8821有出现G5334常。3G451G1563设给出的及G7609G2052的G2520大学毕业生G13688G1319的平均起薪具有G1207G15932性，G1207G15932了全国的平均G8712平。4G451G1563设与大学毕业生平均起薪有关的G3252素G7380G18337G16213的为当年的毕业生人数和当年的GDP，而其他G3252素的影响可以G5585G11065不计。23符号说明略24模型建立241灰色系统预测毕业生人数G17902G17819收集数据，G5483G2052G11862005G2522009年的大学毕业生人数G3926G991G15932G7262001年2009年大学生毕业生人数一览表A1A0A3A4G7234G17902本G12197G999G12197G11817G37752001年G24G25G26G27G229G23G25G27G23G27G23G24G23G26002002年G25G24G24G26G25G22G25G271G24G23G25G25G2520G22200G22年929G249G279G23G26G279G23922G231200G23年119G25290119G23G27G25212G26G22G221200G24年1G23G25G24G26G27G251G25021G2601G2520G241200G25年1G262G25G25G26G2320G23G270G22G23219G25G24G24200G26年199G249G23G232G23G2719G25G222G260G22G26G24200G27年22G24G25G26G27G222G27G252G261G24G22010G25G252009年2G23G24G24G22G2492G27G24G24G25G25G23G2222G251G24由G8504我们G5483G2052G2419G3999G5219G2027G7260000001,2,3,8,9567839,655763,929598,2256783,2455359XXXXXXG20330G1820应用G2419来G7422G6925进的G7053G8873进行预测，G59的1G16G36GG50为G7261111111,2,3,8,9567839,1223602,2153200,10794677,13250036XXXXXX对1XG1328G13051G18063均值生成G726111112,392ZKXKXKK采用G80G68G87G79G68G69G13546程G4448成解G12584G726A2A5A6CLEARCLCX5678391223602215320033494904815276654195085378941079467713250036A7A8A9ZCOLUMNS1THROUGH4A10A11A12A13A14A15A13A15A10A12A16A17A18A10A19A11A13A13A20A17A19A16A12A10A19A14A20A10COLUMNS5THROUGH8G54831ZG32G708G279G24G2620G17G24，1G25G27G27G2301，2G26G241G22G23G24，G230G272G22G27G22，G24G25G26G27G251G22，G26G24G229922，9G25G25G252G27G24G17G24，12022G22G24G25G17G24G709于是1111118957205112/211688401123/2196662855189/211202235651XXXXBXX00002655763321532002256783824553599XXYXX对参数进行G7380G4579G1120G1068G1284计，采用G80G68G87G79G68G69G13546程G4448成解G12584G3926G991G726G202910158770618386TTBBBYG1284计参数G72601587,70618386ABG2029GG48G111G151G12G11345G2282G7053程为110158770618386DXXDTA21A22A23CLEARCLCB895720500000000,1688401,2751345,4082383,5678613,7539922,966628550000000,120223565000000,ONES8,1Y655763929598119629014657861726674199594422567832455359RESULTINVBBBYARESULT1,1BRESULT2,1A24A25A26A0158662648664114B70618386167537响应G7114间式为G72610158701115018764638445092611KXKEXKXKXK采用G80G68G87G79G68G69G13546程G4448成解G12584G726由G8504G5483模G6323G5219G2027G726000001,28,9567839,8629390573,22357230416,26201389034XXXXX相对G16835G5058G5219G2027G72600000012,12NXXXN平均相对G16835G5058G726911017509KK采用G80G68G87G79G68G69G13546程G13546程G4448成均G7053G5058G8616值G38的解G12584G726A27A28A29CLEARCLCFORI19XI5018764638EXP0158662648664114NDX1X1FORI26XIXIXI1ENDXA30A31A32XCOLUMNS1THROUGH4567839862939057263832101131497649167118520302571453COLUMNS5THROUGH8138898982494644162781624071676190770707311942223572304158078COLUMN926201389034438721119065SCSA33A34A35A36A37A38G3247G13435。G4579G16835G5058概率G7828G20576G726106475077080PPKS，G4579概率G16835G5058G7828G20576是一G13435。所以G16825模型所有G7828G20576G18129合G7696，且G12946度G17751高，可用计算出来的模型进行预测。G1186而G5483出2010和2011年的毕业生人数，G3926G991G3282G726程G5219G726CLEARCLCNUM9XPRE147222622220000,162662450071440,172945617463427,183878864400909,195503287503184,207862581428709,221003203117508,234974546416619,249829127744991XORI147222622221585274625017180620000184947266671980109200021086900000223602866672356071000024553590000S1STDXORI,1,2EXORIXPRES2STDE,1,2CS2/S1EBAMEANEA0REL0FORI1NUMIFABSEIEBA06745S1AA1ENDRELRELABSEI/XORIIENDPA/NUMRELREL/NUMACC1RELG13479果G726C00798347159479283P1REL00108011197015867ACC0989198880298413这是G7234G17902本G12197G4466G19481数据与预测数据的对G8616G15932G726G1186上G15932我们可以G11487出，G19512某G1135年G1233的G11065有G1571G5058G1055G3818，预测的G13479果是G2325G2010G10714G5831的，这说明G6925进G2530的模型是可行的。利用以上G7053G8873可对G999G12197和G11817G37752010及2011毕业生人数进行预测，G2010G2047是G726G7234G17902本G12197A48A49A50A51预测数据2001年G24G25G26G27G229A52A53A54A55A56A55A57A58A58A58A552002年G25G24G24G26G25G22A58A55A53A52A53A59A57A60A60A52A54200G22年929G249G27A61A60A60A58A56A52A54A57A59A59A59200G23年119G25290A61A61A56A59A61A55A52A57A55A53A62200G24年1G23G25G24G26G27G25A61A56A62A60A62A60A62A57A56A54A52200G25年1G262G25G25G26G23A61A53A60A53A62A61A54A57A59A52A54200G26年199G249G23G23A61A58A61A54A58A52A62A57A60A58A62200G27年22G24G25G26G27G22A59A59A62A62A61A56A61A57A58A59A552009年2G23G24G24G22G249A59A62A58A55A59A58A61A57A59A54A54A59A60A61A60A63G7422知A59A53A52A53A59A59A54A57A55A56A52A59A60A61A61A63G7422知A59A55A59A62A61A62A55A57A54A58A58A64A65G4466G19481数据A66A67A68A69A59A60A61A60A63G7422知A59A53A52A53A59A59A54A57A55A56A52A59A60A61A61A63G7422知A59A55A59A62A61A62A55A57A54A58A58242灰色系统预测GDP利用灰色系统预测2011年的GDPG7114发现，不G19668G16213G6925进G7114，已G5483G2052G17751高的G12946度G726P1，C00723，均为一G13435G727所以可直接用G2419G3999的灰色系统进行预测，G20292011年的GDP是G7264687191648亿元。243多元线性回归预测出2010年和2011年的本G12197毕业生人数G1055G2530，我们利用当年的毕业生人数和当年的GDPG15以本G12197毕业生的平均起薪为Y，建立G3926G991多元线性G7053程G726其中Y为可观G4531的G19555G7438G2476G18339，称为G3252G2476G18339，为非G19555G7438的可G12946G11842观G4531的G2476G18339，称为自G2476G18339G6122G3252G4388。为G7422知参数，是G19555G7438G2476G18339，一般G1563设，。为了G1284计G7422知参数及，我们对Y和G1582了N组观G4531值G15G4439们G9397足关系式G726其中互不相关且均是与同G2010布的G19555G7438G2476G18339。我们G17902G17819G7609G17176G7021，G5483G2052了200G24年G20522010年的本G12197毕业生的平均起薪，利用这种G7053G8873预测2011年的毕业生的平均起薪。用G80G68G87G79G68G69G8726解程G5219G3926G991G726A70A71G4466G19481数据A66A67A68A69A59A60A61A60A63G7422知A56A52A55A62A60A60A57A54A56A54A59A60A61A61A63G7422知A56A55A62A55A61A60A57A54A55A61这是预测的残G5058G3282G726G17902G17819残G5058G3282可以G11487出回归直线对G2520个观测值的G6323合G5785G1929是良好的。说明G2476G18339Y与G2520G2476G18339G1055间有显著的线性相关关系。G6365G10043以上的G7053G8873，我们G1075同G7691算出了2011年G999G12197和G11817G3775毕业生的平均起薪，G3926G991G15932G7262011年大学毕业生起薪预测表程G5219G726CLCCLEARX11465786172667419959442256783245535926562278345A72A73A74X2184937421631442658103314045434050694687192GDPY154916871825176120332331XX1X2ALPHA005XONES6,1,XB,BINT,R,RINT,STATSREGRESSY,X,ALPHARCOPLOTR,RINTA128241487992A2397983YB1B2A1B3A2G13479果G726Y23917092116386学G2394G999G12197本G12197G11817G3775起薪/元A61A55A59A56A59A53A62A56A56A52A53A6225模型评价根据G7609G2052的现有对2011年毕业生起薪的调G7609可以显示，G999G12197与本G12197的起薪预测G8616G17751符合G4466G19481。而G11817G3775的起薪G991降，G11487起来不符合G4466G19481，G1306调G7609显示2011年的G11817G3775毕业生的起薪呈现与2010年G6357平G6122G11065有G991降的G2195态，而我们预测的G8503是G86162010年G11065有G991降，说明预测G8616G17751G1946G11842。而G17902G17819残G5058G3282，我们G11487G2052200G27年的值不在置信区间G1881，G3252为200G27年出现G18341G15713G2373G7438，成为离G13688值很G8503常，所以G16825年的数据应不G1582考虑，对G13479果不会有G3838大影响。G2465观整个模型，我们G2494用了当年的毕业生人数和GDPG1328为影响G3252素，G4466G19481上不可能G2494存在这G1016个G3252素，而是由多个复杂G3252素组合起来的。例G3926，G17902G17147G14204G13972率G451G9052G17165品物价指数G451G9052G17165G13785心G10714指数G451市场G13479构G451G3845业率G12573G12573。综上所诉，第一问所建立的模型G8616G17751符合G4466G19481，G1306仍有诸多G3252素G7422考虑，可能G3252为考虑的G3252素所占G8616G18337G17751大的缘故，总G1319预测效果良好，是可行的。3、问题二31问题分析G17902G17819G2010G7524G159322的相关信息，对于影响大学生就业的G3252素，我们G1186是否参与就业指导G451G7411G7407G7388薪以及G8726G13856G3845G17145G8437数这G989个G7053面出发。而对于大学毕业生的影响，我们G1039G16213考虑对其起薪的影响。根据已有的90G2529大学毕业生的这G989个G7053面的信息以及其相应的起薪，我们采用多元线性回归模型，构建G7053程组，G17902G17819G80G68G87G79G68G69G8726解，G1186而G5483出起薪与就业指导课程G451G7411G7407G7388薪以及G8726G13856G3845G17145G8437数的关系。对于不同的大学毕业生，能力G15441有所不同，G1306其能力在一定程度上上能够G17902G17819G7411G7407G7388薪的高低和G8726G13856G8437数的多G4581G12573G2465G7156出来。所以，对90G2529大学毕业生的建议G7411G7407G7388薪可以G17902G17819以上的线性回归模型G8726G5483。32问题假设G111G12G451G1563设这90G2529大学生的G4466G19481能力是参G5058不齐的，G1306总G1319呈G8503态G2010布。G112G12G451G1563设这90G2529大学生的G4466G19481起薪与他们的G7411G7407G7388薪G451G8726G13856G3845G17145G8437数G451是否参G2164就业指导培训G18129有关系，且这G989个G3252素占G1039G16213影响，其他可G5585G11065不计。33模型建立我们选择多元G1120项式回归模型中的线性纯模型，即G726将我们G159322中的G7411G7407G7388薪G451G8726G13856G3845G17145G8437数G451是否参G2164就业指导培训G7080G61221G709G1328为自G2476G18339输入，G4466G19481的起薪G1328为G3252G2476G18339输入，建立关系式，G5483G2052用G48G68G87G79G68G69G8726解程G5219G3926G991G726回归G7053程是可见G7411G7407G7388薪G451G8726G13856G3845G17145G8437数和是否参G2164就业指导对其的影响权G18337G2010G2047为G726，由于G4439们输入的值G5483G18339纲不同G5483G2052一交互式界面G726A75A76A75A75A76A77A78A79A80A61A81A82A59A52A60A60A61A56A60A60A61A52A60A60A61A53A60A60A61A61A60A60A61A54A60A60A61A56A60A60A61A60A60A60A61A59A60A60A61A61A60A60A59A60A60A60A59A52A60A60A61A60A60A60A61A62A60A60A59A52A60A60A61A52A60A60A61A53A60A60A61A59A60A60A59A55A60A60A61A55A60A60A59A53A60A60A61A55A60A60A61A59A60A60A61A54A60A60A59A62A60A60A61A53A60A60A61A53A60A60A59A62A60A60A59A56A60A60A59A56A60A60A59A54A60A60A61A55A60A60A59A54A60A60A59A59A60A60A61A55A60A60A59A61A60A60A61A52A60A60A55A60A60A59A60A60A60A59A52A60A60A59A55A60A60A61A52A60A60A59A60A60A60A59A59A60A60A61A60A60A60A61A56A60A60A61A61A60A60A59A54A60A60A61A53A60A60A61A55A60A60A61A59A60A60A59A56A60A60A61A56A60A60A59A52A60A60A59A61A60A60A59A55A60A60A61A55A60A60A61A62A60A60A61A59A60A60A59A54A60A60A61A60A60A60A59A54A60A60A59A59A60A60A56A60A60A60A61A61A60A60A59A60A60A60A61A62A60A60A56A61A60A60A61A59A60A60A59A58A60A60A59A62A60A60A59A58A60A60A58A60A60A61A62A60A60A61A53A60A60A59A53A60A60A61A55A60A60A56A60A60A60A61A53A60A60A61A62A60A60A61A62A60A60A61A59A60A60A56A60A60A60A59A62A60A60A61A58A60A60A61A56A60A60A59A55A60A60A59A56A60A60A59A60A60A60A61A58A60A60A83A84A85A86A87A88A80A59A81A82A52A61A56A59A59A56A61A53A62A56A61A52A59A61A62A56A56A56A59A61A62A62A56A59A59A62A56A62A59A61A56A61A59A62A59A56A61A62A56A56A56A61A56A61A56A62A62A59A56A62A56A59A62A59A62A61A56A61A62A56A62A59A59A59A56A59A59A59A59A61A62A59A62A62A59A56A56A59A61A56A59A56A61A61A56A59A59A59A61A56A83A84A85A89A90A91A80A56A81A82A60A61A60A61A61A60A61A60A61A60A61A60A61A61A61A61A60A61A61A61A61A61A61A60A60A61A61A60A60A60A61A60A61A60A60A60A61A61A60A61A60A60A61A60A60A61A61A60A60A61A60A60A60A61A60A60A61A60A60A60A60A61A60A61A60A60A60A61A60A61A60A60A61A60A60A61A60A61A60A60A60A60A61A60A60A60A61A60A60A61A83A84A92A81A82A59A52A60A60A61A52A60A60A61A61A60A60A59A60A60A60A61A62A60A60A61A52A60A60A61A61A60A60A61A60A60A60A61A62A60A60A61A61A60A60A61A54A60A60A61A55A60A60A61A62A60A60A61A52A60A60A59A59A60A60A61A53A60A60A61A56A60A60A61A60A60A60A59A53A60A60A61A62A60A60A59A55A60A60A59A61A60A60A61A56A60A60A61A52A60A60A59A59A60A60A61A58A60A60A61A54A60A60A59A53A60A60A59A61A60A60A59A60A60A60A59A55A60A60A61A52A60A60A59A52A60A60A59A52A60A60A61A54A60A60A59A61A60A60A61A61A60A60A61A61A60A60A59A60A60A60A59A52A60A60A59A55A60A60A61A59A60A60A59A61A60A60A61A58A60A60A61A60A60A60A61A53A60A60A61A56A60A60A59A52A60A60A61A53A60A60A59A60A60A60A61A56A60A60A59A59A60A60A61A52A60A60A59A56A60A60A59A56A60A60A59A62A60A60A61A58A60A60A61A61A60A60A61A62A60A60A59A55A60A60A61A56A60A60A59A53A60A60A59A60A60A60A59A58A60A60A61A61A60A60A61A55A60A60A61A59A60A60A59A58A60A60A61A60A60A60A59A52A60A60A59A53A60A60A59A54A60A60A61A61A60A60A61A54A60A60A61A52A60A60A59A53A60A60A61A55A60A60A59A55A60A60A61A56A60A60A61A52A60A60A61A59A60A60A61A59A60A60A59A54A60A60A59A61A60A60A59A60A60A60A61A59A60A60A59A54A60A60A59A59A60A60A61A54A60A60A59A60A60A60A83A93A84A80A81A82A80A61A93A80A59A93A80A56A93A83A84A79A94A95A96A96A76A97A80A98A92A98A93A76A99A100A77A78A79A93A101A84G2010G2047在其中椭圆框G7643识的的位置依G8437输入G726G7411G7407G7388薪G451G8726G13856G3845G17145G8437数G451是否参G2164就业指导培训G7080G61221G709，在G11709形框G7643识处就会G5483出，建议G7411G7407G7388薪。34模型建立经G17819导入数据G1055G2530，我们G5483出了这90位学生的建议G7411G7407G7388薪。G1593222009年本G12197生建议G7411G7407G7388薪G15932A102A103起薪G7411G7407G7388薪G8726G13856G3845G17145G8437数A104A105A106A107A108A109A110A111建议G7411G7407G7388薪1250025005A105A112A113A114A115A116A115A117A118A119A120A114A114A116A1212150013001A104A120A112A121A122A116A123A117A118A119A120A124A120A116A1233110015003A105A120A124A115A112A116A122A117A118A119A115A121A116A1244200016002A104A120A113A125A113A116A115A117A118A119A125A125A116A1155140011002A104A120A120A113A122A116A112A117A118A119A120A112A114A116A1216150017003A105A120A114A114A122A116A121A117A118A119A123A115A116A1157110013001A104A120A112A121A122A116A123A117A118A119A120A124A121A116A1238100010006A105A120A121A112A125A116A124A117A118A119A120A125A120A116A1129140012004A104A120A124A121A124A116A115A117A118A119A120A112A114A116A12410110011003A105A120A120A112A113A116A113A117A118A119A120A122A121A116A12011170020001A104A120A115A113A124A116A123A117A118A119A120A115A115A116A12112180025005A105A112A113A114A115A116A115A117A118A119A120A114A114A116A12113140010002A104A120A122A114A120A116A120A117A118A119A120A121A121A116A12014150014001A104A120A121A120A125A116A120A117A118A119A120A121A114A116A11415220025004A104A112A113A125A121A116A113A117A118A119A120A121A112A116A12016160015003A104A120A114A122A124A116A124A117A118A119A125A123A116A11317130016003A105A120A113A123A120A116A120A117A118A119A115A122A116A11418100012003A104A120A121A121A123A116A120A117A118A119A120A120A120A116A11519260028002A104A112A114A114A113A116A113A117A118A119A120A115A115A116A12020140018001A104A120A114A123A114A116A124A117A118A119A120A112A120A116A11521280026004A104A112A114A115A112A116A123A117A118A119A120A121A123A116A11222210018004A104A120A125A114A125A116A114A117A118A119A120A121A121A116A12423130012003A104A120A121A121A123A116A120A117A118A119A120A120A120A116A11524150017002A105A120A113A114A112A116A113A117A118A119A115A113A116A11325220024002A105A112A120A114A115A116A113A117A118A119A125A124A116A11326190016004A104A120A123A125A120A116A121A117A118A119A120A120A124A116A11527170016003A104A120A114A125A121A116A114A117A118A119A125A124A116A11228260024004A105A112A121A115A120A116A125A117A118A119A120A112A112A116A11329210023002A105A112A122A125A123A116A124A117A118A119A125A122A116A12130200023001A105A120A125A125A125A116A114A117A118A119A120A120A113A116A12331280027003A104A112A114A123A124A116A120A117A118A119A120A120A123A116A11432150018001A105A120A113A113A121A116A125A117A118A119A120A113A113A116A12033250027002A104A112A113A123A114A116A121A117A118A119A120A120A112A116A12134250022004A105A112A112A122A121A116A123A117A118A119A120A120A121A116A11235170018002A105A120A113A114A120A116A123A117A118A119A115A121A116A12336210021003A105A112A122A120A114A116A115A117A118A119A115A121A116A12237110015001A104A120A124A122A115A116A125A117A118A119A120A121A112A116A1223811008