Logo
    • Education
      • Pre-School
      • Primary Schools Directory
      • Primary Schools Articles
      • P1 Registration
      • DSA
      • PSLE
      • Secondary
      • Tertiary
      • Special Needs
    • Lifestyle
      • Well-being
    • Activities
      • Events
    • Enrichment & Services
      • Find A Service Provider
      • Enrichment Articles
      • Enrichment Services
      • Tuition Centre/Private Tutor
      • Infant Care/ Childcare / Student Care Centre
      • Kindergarten/Preschool
      • Private Institutions and International Schools
      • Special Needs
      • Indoor & Outdoor Playgrounds
      • Paediatrics
      • Neonatal Care
    • Forum
    • ASKQ
    • Register
    • Login

    Bell Curve - To remove or not to remove?

    Scheduled Pinned Locked Moved Secondary Schools - Selection
    72 Posts 25 Posters 22.6k Views 1 Watching
    Loading More Posts
    • Oldest to Newest
    • Newest to Oldest
    • Most Votes
    Reply
    • Reply as topic
    Log in to reply
    This topic has been deleted. Only users with topic management privileges can see it.
    • V Offline
      VALyap
      last edited by

      AWSP:
      The T-score formulation formulation is interesting, its complication is probably unwarranted for. The point is not about trusting or not trusting it but to understand the effect first. That has sort of eluded us.

      If you look at the formulation and try to understand the intuition. It looks weird. First, it tries to \"recenter\" the scores around the 50 mark by \"differencing the score and the mean and adding to 50.
      Secondly, it also tries to rescale the difference by a factor of 10/(standard deviation). I can only guess that 10 appears to be some form of \"historical standard deviation\".
      It may appear that the guys formulating it assume that the standard deviation will be wide for an easy paper and narrow for a difficult paper. I think that is a disputable assumption.
      However my guess is that the guys are merely trying to fit the scores into a channel by rescaling it using a standard deviation. And that channel happens to be 0-100.
      The more I look at it, the more likely that my guess is correct.
      It is possibly something that only Singaporeans can create. Uniquely Singapore!
      PS I dont intend to take them to court. I am just discussing this out of interest.

      my guess is, in MOE Not more than 5 persons involved in T-score , processes, formulation and final approval including the minister… just a wild guess! given the fact it's like state secret….just the chief statistician and Directors of examination branch & minister etc..

      1 Reply Last reply Reply Quote 0
      • A Offline
        AWSP
        last edited by

        VALyap:
        AWSP:

        The T-score formulation formulation is interesting, its complication is probably unwarranted for. The point is not about trusting or not trusting it but to understand the effect first. That has sort of eluded us.

        If you look at the formulation and try to understand the intuition. It looks weird. First, it tries to \"recenter\" the scores around the 50 mark by \"differencing the score and the mean and adding to 50.
        Secondly, it also tries to rescale the difference by a factor of 10/(standard deviation). I can only guess that 10 appears to be some form of \"historical standard deviation\".
        It may appear that the guys formulating it assume that the standard deviation will be wide for an easy paper and narrow for a difficult paper. I think that is a disputable assumption.
        However my guess is that the guys are merely trying to fit the scores into a channel by rescaling it using a standard deviation. And that channel happens to be 0-100.
        The more I look at it, the more likely that my guess is correct.
        It is possibly something that only Singaporeans can create. Uniquely Singapore!
        PS I dont intend to take them to court. I am just discussing this out of interest.


        my guess is, in MOE Not more than 5 persons involved in T-score , processes, formulation and final approval including the minister… just a wild guess! given the fact it's like state secret….just the chief statistician and Directors of examination branch & minister etc..

        It is extremely weird that the only consideration in the T-score is data fitting into 0-100 range. Reflects the state of affairs in our civil service, perhaps. Ngiam Dong Tow is right in his recent comments on the civil service perhaps.

        1 Reply Last reply Reply Quote 0
        • A Offline
          AWSP
          last edited by

          let me repost in simpler english:

          x is the score; y is the mean and z is the standard deviation.
          x-y = difference between mean and score.
          50 + (x-y) = recentering a score around 50. if score is 70 and mean is 60,
          the score is shifted to 60 ie 50 + (70-60).
          50 + (10/z)*(x-y)= rescaling (x-y) by a factor of 10/Z and recentering to 50.

          If we try to put intelligence into the rescaling factor, we should weigh the factor 10/Z lower for an easy paper and higher for a difficult paper. That means the standard deviation is higher for easy paper and lower for difficult paper. Is that TRUE always?

          Or is it just a pure data fitting exercise, fitting the range of marks into a channel of 0-100?

          1 Reply Last reply Reply Quote 0
          • B Offline
            bupashu
            last edited by

            AWSP:
            The T-score formulation is interesting, its complication is probably unwarranted for. The point is not about trusting or not trusting it but to understand its effect first. That has sort of eluded us.

            If you look at the formulation and try to understand the intuition. It looks weird. First, it tries to \"recenter\" the scores around the 50 mark by \"differencing the score and the mean and adding to 50.
            Secondly, it also tries to rescale the difference by a factor of 10/(standard deviation). I can only guess that 10 appears to be some form of \"historical standard deviation\".
            It may appear that the guys formulating it assume that the standard deviation will be wide for an easy paper and narrow for a difficult paper. I think that is a disputable assumption.
            However my guess is that the guys are merely trying to fit the scores into a channel by rescaling it using a standard deviation. And that channel happens to be 0-100.
            The more I look at it, the more likely that my guess is correct.
            It is possibly something that only Singaporeans can create. Uniquely Singapore!
            And we boast that we are more advanced than everyone else who use the good old percentile to grade!
            PS I dont think it is our intent to take them(MOE) to court. We are just discussing this out of interest and for the fun of it.
            by raw scores, there will be many pupils with the same aggregate scores

            hence the raw scores have to be transformed (hence the name t-score = transformed score) to take into account how \"easy\" or \"difficult\" of each subject (measured by mean & SD)...in order to rank the pupils for the purpose of sec one posting

            the whole exercise of t-score is just for the single purpose of sec school allocation by merit and nothing else. the guy ranked higher will choose his sec school first. that's it

            t-score is not a measure of cleverness or ability (in a narrow sense) but it takes into account carelessness on the actual exam day

            and it is totally meaningless to compare t-scores across different years / cohort...as there is zero meaning to rank one guy from this year against another guy from another year...

            if everyone is given unlimited amount of time, everyone will score full marks and have the same score

            the guy who \"invented\" the t-score formula is now the principal of NUSH

            well, for those people who demand for \"transparency\" aren't they insinuating there is cover up ? after all the t-score formula is not a state secret, and the PSLE markers are their teachers

            1 Reply Last reply Reply Quote 0
            • A Offline
              AWSP
              last edited by

              bupashu:

              by raw scores, there will be many pupils with the same aggregate scores

              hence the raw scores have to be transformed (hence the name t-score = transformed score) to take into account how \"easy\" or \"difficult\" of each subject (measured by mean & SD)...in order to rank the pupils for the purpose of sec one posting

              the whole exercise of t-score is just for the single purpose of sec school allocation by merit and nothing else. the guy ranked higher will choose his sec school first. that's it

              t-score is not a measure of cleverness or ability (in a narrow sense) but it takes into account carelessness on the actual exam day

              and it is totally meaningless to compare t-scores across different years / cohort...as there is zero meaning to rank one guy from this year against another guy from another year...

              if everyone is given unlimited amount of time, everyone will score full marks and have the same score

              the guy who \"invented\" the t-score formula is now the principal of NUSH

              well, for those people who demand for \"transparency\" aren't they insinuating there is cover up ? after all the t-score formula is not a state secret, and the PSLE markers are their teachers
              You missed my point. While I agree with you on that we may need a granular formula which is because of the competition for places into the IP school., my hypothesis is
              a) the t-score is designed SOLELY for data fitting into nice channel of 0-100 ( or even less) and NOTHING ELSE.
              b) we have over speculated on that a difficult paper equate to low SD etc. I can easily design a paper where everyone score 0-10 marks for a difficult paper(low SD) or everyone score 90-100 for an easy paper (low SD again). Anything in between is unpredictable and pure speculation. AND it is not in the design.
              There is no need to name the architect fof T-score although I know who he is as you have known.
              I am re-engineering the thought process in the design as a point of interest and not because I am crying foul.
              c)By virtue of points a and b, there are unintended effects which will be interesting to study as well.

              1 Reply Last reply Reply Quote 0
              • V Offline
                VALyap
                last edited by

                Hmm… need not name who the architect behind T-score, most of us aware….formula not a secret, it’s how and what values used to transformed

                1 Reply Last reply Reply Quote 0
                • E Offline
                  enoawng
                  last edited by

                  bupashu:

                  by raw scores, there will be many pupils with the same aggregate scores

                  hence the raw scores have to be transformed (hence the name t-score = transformed score) to take into account how \"easy\" or \"difficult\" of each subject (measured by mean & SD)...in order to rank the pupils for the purpose of sec one posting

                  the whole exercise of t-score is just for the single purpose of sec school allocation by merit and nothing else. the guy ranked higher will choose his sec school first. that's it

                  t-score is not a measure of cleverness or ability (in a narrow sense) but it takes into account carelessness on the actual exam day

                  and it is totally meaningless to compare t-scores across different years / cohort...as there is zero meaning to rank one guy from this year against another guy from another year...

                  if everyone is given unlimited amount of time, everyone will score full marks and have the same score

                  the guy who \"invented\" the t-score formula is now the principal of NUSH

                  well, for those people who demand for \"transparency\" aren't they insinuating there is cover up ? after all the t-score formula is not a state secret, and the PSLE markers are their teachers
                  thanks for a good summary for the need for t-score.

                  Do you know the reason(s) why raw scores cannot be published to the individual student in addition to the t-score?

                  1 Reply Last reply Reply Quote 0
                  • B Offline
                    bupashu
                    last edited by

                    enoawng:
                    bupashu:


                    by raw scores, there will be many pupils with the same aggregate scores

                    hence the raw scores have to be transformed (hence the name t-score = transformed score) to take into account how \"easy\" or \"difficult\" of each subject (measured by mean & SD)...in order to rank the pupils for the purpose of sec one posting

                    the whole exercise of t-score is just for the single purpose of sec school allocation by merit and nothing else. the guy ranked higher will choose his sec school first. that's it

                    t-score is not a measure of cleverness or ability (in a narrow sense) but it takes into account carelessness on the actual exam day

                    and it is totally meaningless to compare t-scores across different years / cohort...as there is zero meaning to rank one guy from this year against another guy from another year...

                    if everyone is given unlimited amount of time, everyone will score full marks and have the same score

                    the guy who \"invented\" the t-score formula is now the principal of NUSH

                    well, for those people who demand for \"transparency\" aren't they insinuating there is cover up ? after all the t-score formula is not a state secret, and the PSLE markers are their teachers

                    thanks for a good summary for the need for t-score.

                    Do you know the reason(s) why raw scores cannot be published to the individual student in addition to the t-score?

                    ok if they give you the raw scores, are you going to collect all 45000 x 4 raw scores to compute the mean and the SD ?

                    it is meaningless

                    1 Reply Last reply Reply Quote 0
                    • B Offline
                      bupashu
                      last edited by

                      AWSP:
                      bupashu:


                      by raw scores, there will be many pupils with the same aggregate scores

                      hence the raw scores have to be transformed (hence the name t-score = transformed score) to take into account how \"easy\" or \"difficult\" of each subject (measured by mean & SD)...in order to rank the pupils for the purpose of sec one posting

                      the whole exercise of t-score is just for the single purpose of sec school allocation by merit and nothing else. the guy ranked higher will choose his sec school first. that's it

                      t-score is not a measure of cleverness or ability (in a narrow sense) but it takes into account carelessness on the actual exam day

                      and it is totally meaningless to compare t-scores across different years / cohort...as there is zero meaning to rank one guy from this year against another guy from another year...

                      if everyone is given unlimited amount of time, everyone will score full marks and have the same score

                      the guy who \"invented\" the t-score formula is now the principal of NUSH

                      well, for those people who demand for \"transparency\" aren't they insinuating there is cover up ? after all the t-score formula is not a state secret, and the PSLE markers are their teachers

                      You missed my point. While I agree with you on that we may need a granular formula which is because of the competition for places into the IP school., my hypothesis is
                      a) the t-score is designed SOLELY for data fitting into nice channel of 0-100 ( or even less) and NOTHING ELSE.
                      b) we have over speculated on that a difficult paper equate to low SD etc. I can easily design a paper where everyone score 0-10 marks for a difficult paper(low SD) or everyone score 90-100 for an easy paper (low SD again). Anything in between is unpredictable and pure speculation. AND it is not in the design.
                      There is no need to name the architect fof T-score although I know who he is as you have known.
                      I am re-engineering the thought process in the design as a point of interest and not because I am crying foul.
                      c)By virtue of points a and b, there are unintended effects which will be interesting to study as well.

                      the t-score formula is NOT just for competition for IP places.

                      it is used for ranking for the whole cohort to determine who has the right to choose his school before the next guy, including the guy with t-score of 43

                      why are people so fixated with IP or the top 10%? the root cause is really the sour grapes attitude mixed with kiasu mentality

                      why can't people recognise and accept that normal distribution of talent and examination ability exist in the population ? what is wrong by accepting such truth ?

                      do you guys seriously expect everyone to be able to score the same top marks ? then the questions will be set even more difficult to differentiate the differing ability of every pupil...want more stress ?

                      1 Reply Last reply Reply Quote 0
                      • A Offline
                        AWSP
                        last edited by

                        bupashu:
                        AWSP:

                        [quote=\"bupashu\"]
                        by raw scores, there will be many pupils with the same aggregate scores

                        hence the raw scores have to be transformed (hence the name t-score = transformed score) to take into account how \"easy\" or \"difficult\" of each subject (measured by mean & SD)...in order to rank the pupils for the purpose of sec one posting

                        the whole exercise of t-score is just for the single purpose of sec school allocation by merit and nothing else. the guy ranked higher will choose his sec school first. that's it

                        t-score is not a measure of cleverness or ability (in a narrow sense) but it takes into account carelessness on the actual exam day

                        and it is totally meaningless to compare t-scores across different years / cohort...as there is zero meaning to rank one guy from this year against another guy from another year...

                        if everyone is given unlimited amount of time, everyone will score full marks and have the same score

                        the guy who \"invented\" the t-score formula is now the principal of NUSH

                        well, for those people who demand for \"transparency\" aren't they insinuating there is cover up ? after all the t-score formula is not a state secret, and the PSLE markers are their teachers

                        You missed my point. While I agree with you on that we may need a granular formula which is because of the competition for places into the IP school., my hypothesis is
                        a) the t-score is designed SOLELY for data fitting into nice channel of 0-100 ( or even less) and NOTHING ELSE.
                        b) we have over speculated on that a difficult paper equate to low SD etc. I can easily design a paper where everyone score 0-10 marks for a difficult paper(low SD) or everyone score 90-100 for an easy paper (low SD again). Anything in between is unpredictable and pure speculation. AND it is not in the design.
                        There is no need to name the architect fof T-score although I know who he is as you have known.
                        I am re-engineering the thought process in the design as a point of interest and not because I am crying foul.
                        c)By virtue of points a and b, there are unintended effects which will be interesting to study as well.

                        the t-score formula is NOT just for competition for IP places.

                        it is used for ranking for the whole cohort to determine who has the right to choose his school before the next guy, including the guy with t-score of 43

                        why are people so fixated with IP or the top 10%? the root cause is really the sour grapes attitude mixed with kiasu mentality

                        why can't people recognise and accept that normal distribution of talent and examination ability exist in the population ? what is wrong by accepting such truth ?

                        do you guys seriously expect everyone to be able to score the same top marks ? then the questions will be set even more difficult to differentiate the differing ability of every pupil...want more stress ?[/quote]a) I dont think the guys on this thread are sour grapes or fixated over the IP schools placing. For me, PSLE is over and this PSLE has no bearing on me or my kids as the youngest have DSAed into an IP school and is not taking part in the S1 posting. (her Tscore is sufficient to qualify her into the school any way)
                        b) the point of interest is that I am trying to get people to open their eyes and not take too many things for granted like
                        i) normal distribution - even in finance and economics, researchers are shifting out of normal distribution into fat tailed distributions and skewed distribution (power law distribution). Can we be so sure?
                        ii) are there some unintentional effects in the design of the T-score. Does it cause distortion?
                        iii) what is the thought process in the design of the T-score
                        I re-emphasize that this is just a discussion of interest.
                        There are other issues that kiasuparents should examine carefully:
                        a) are we on the right track with the type of testing in Science and Maths?
                        b) are we making a big detour doing models and heuristics in Maths which all the kids ditch in secondary school?
                        c) can pure rhetoric that all schools are the same solve the stress and competition issue without bringing the secondary schools more or less in line in terms of quality and facilities?
                        d) should we adjust the requirements in mother tongue so that it is not so \"punishing\" while we want to encourage or promote the learning.
                        T-score is but one small part of the broadbased issues that we are facing.
                        I am not one to accept all \"truths\" without examining the \"truths\" first.

                        1 Reply Last reply Reply Quote 0

                        Hello! It looks like you're interested in this conversation, but you don't have an account yet.

                        Getting fed up of having to scroll through the same posts each visit? When you register for an account, you'll always come back to exactly where you were before, and choose to be notified of new replies (either via email, or push notification). You'll also be able to save bookmarks and upvote posts to show your appreciation to other community members.

                        With your input, this post could be even better 💗

                        Register Login
                        • 1
                        • 2
                        • 3
                        • 4
                        • 5
                        • 6
                        • 7
                        • 8
                        • 6 / 8
                        • First post
                          Last post



                        Online Users
                        VuiV
                        Vui

                        Statistics

                        4

                        Online

                        210.9k

                        Users

                        34.3k

                        Topics

                        1.8m

                        Posts
                        Popular Topics
                        New to the KiasuParents forum? Tips and Tricks!
                        Choosing and Evaluating Primary Schools
                        DSA 2026
                        PSLE Discussions and Strategies
                        How much do you spend on the kids' tuition/enrichments?
                        SkillsFuture + anything related to upskilling/learning something new!

                          About Us Contact Us forum Terms of Service Privacy Policy