{%hackmd @nccudoc/cleaver-default %} <!-- .slide: style="text-align: center;" --> # brief zhu2011 :::success Zhu, Y., & Leung, F. K. (2011). Motivation and achievement: Is there an East Asian model? *International Journal of Science and Mathematics Education, 9*(5), 1189-1212. ::: **Jack Tsai** 2021/3/9 <!-- Put the link to this slide here so people can follow --> slide: https://hackmd.io/@nccudoc/SJEtRimQ_ --- ## Intro (1/5) Why do we consider two models of East Asia/West in this paper? There are three main reasons. 1. multi-dimentional: 2. complex nature: 3. culture difference: --- ## Intro (2/5) multi-dimensional: motivation 有很多種定義與`測量方式`。 - Kleinginna & Kleinginna (1981) found 102 statements about the concept of motivation. - Green (1995): initiation (引起), intensity (強度), persistence(堅毅). - Franken (1994): arousal (喚起), direction, persistence. - Hebb (1995): continuity (連續性), Deci & Ryan (1985): energization (激勵、充能), Simms (1998): performance. --- ## Intro (3/5) complex nature: - 1930s, Clark Hull’s ==drive reduction theory== (驅力減低論): motivation as the desire to reduce drives to a state of neutrality. - 1950s, Victor Vroom’s ==expectancy-value theory== (期望-價值理論): Expectancy and instrumentality are attitudes (cognitions), whereas valence is rooted in an individual's value system. :::info Motivational Force (MF) = Expectancy * Instrumentality * Valence. ::: - 1970s, Deci & Ryan’s ==self-determination theory== (自我決定論). humans have three innate needs: competence, **autonomy**, and relatedness. --- ### Intro (3/5) classification of motivations #### intrinsic motivation: 3 types (Vallerand et al., 1992) - to know (pleasure) - to accomplish things (satisfaction) - to experience stimulation (stimulating sensations) --- #### extrinsic motivation: 4 types (Deci & Ryan, 1985) continuum of autonomy - external regulation - introjected regulation - identified regulation - integrated regulation --- ![](https://i.imgur.com/iZy7hPc.png) --- ### Intro (4/5) : motivations were not opposites - intrinsic and extrinsic motivation may not be polar opposites.(Lepper et al., 2005) - people can be high in both or low in both motivations. (Lepper & Henderlong, 2000) --- ### Intro (5/5) : culture difference: - "learning cannot be separated from achievement." (Ng, 2003) - Asian tends to derive their motivations from what benefits others/ groups. Western tends to have self-benefiting motivations. --- ### Method (1/3) students - TIMSS 2003, 8th grade. - 49 edu systems. | system | code | sample | | :------: | :-----: | :-----: | | Hong Kong | HKG | 4,972 | | Japan | JPN | 4,856 | | Korea | KOR | 5,309 | | Singapore | SGP | 6,018 | | Taipei | TWN | 5,379 | | Australia | AUS | 4,791 | | England | ENG | 2,830 | | Netherlands | NLD | 3,065 | | United States | USA | 8,912 | --- ### Method (2/3) measures - PLM: pleasure-oriented motivation (intrinsic) | item | meaning | | :--: | :-- | | BSBMTMOR | more maths | | BSBMTENJ | enjoy maths | | BSBMAJOB | like a job involved maths | --- - PRM: productivity-oriented motivation (extrinsic) | item | meaning | | :--: | :-- | | BSBMAHDL | maths help me in daily life| | BSBMAOSS | need math to learn others subjects| | BSBMAUNI | do well in maths to get into university of my choice| | BSBMAGET | do well in math to get job I want| --- ### Method (3/3) data analysis * multiple imputation: computing proficiency scores in TIMSS. 1. EFA (principal component factor analysis) 2. weighted data 3. t-test (cross-system) 4. reversd data 5. correlation (PLM, PRM, MA) 6. regression analysis (MA ~ PLM + PRM) --- ### Results (1/2) corr ![](https://i.imgur.com/D9uyWpw.png) Only NLD has a negative coef in the relationship b/w PRM and MA. --- ### Results (2/2) lm ![](https://i.imgur.com/YYoQznn.png) :::danger PLM 跟 PRM 高度相關,應該要處理? **Or It will violate the local independence assumption.** ::: --- ### Exp (1/3) twn |fig 1 | fig 2 | | :----: | :----: | | ![](https://i.imgur.com/p539O86.png) | ![](https://i.imgur.com/wOTsEQB.png)| | Corr =! 0 (std)| Corr == 0 (est)| - fig 2 接近文中的 linear model analysis。 兩邊的影響都是正的。 - fig 1 納入了 PLM 與 PRM 的相關,PRM 對 MAT 的影響卻轉為負(-0.13)。 --- ### Exp (2/3) usa |fig 1 | fig 2 | | :----: | :----: | | ![](https://i.imgur.com/rwt5FEW.png)| ![](https://i.imgur.com/HNuLKPS.png)| | Corr != 0 (std)| Corr == 0 (est)| - fig 2 接近文中的 linear model analysis。 PRM 的影響是負的。 - fig 1 納入了 PLM 與 PRM 的相關,PRM 對 MAT 的影響仍為負(-0.13)。 --- ## Exp (3/3) 真的存在作者所說的二種模式嗎??? - 如果單獨考慮外在動機(partial corr),其實對數學成績都是負向影響? - 在`lm` 中,外在動機對數學之所以在東亞國家中看起來有正向影響,那是因為受到內在動機的調節影響? --- ### Conclusions ? - East and West had different views on the nature of human beings. - East Asians believe that human beings need some “push” in learning. - Westerners believe that it is enough to arouse students’ interest for them to be initiated to learn.
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