Railway Accounts Department Examinations

Showing posts with label RRB. Show all posts
Showing posts with label RRB. Show all posts

Thursday, July 2, 2026

Normalisation - Example

 



Normalisation – Simple Example
RRB Methodology: Percentile + Base Shift + Interpolation

Railway Board authorised RRB Ajmer to adopt the normalisation methodology followed by Railway Recruitment Boards for Computer Based Tests conducted in multiple shifts. As per the RRB method, Percentile Score is used for merit, and Normalized Marks are calculated through Base Shift / interpolation.


Example

Exam held in 2 shifts:

Shift 1 – Tough Paper
3 candidates appeared.

Shift 2 – Easy Paper
4 candidates appeared.

Maximum marks: 100







Step 1: Raw Marks


Candidate

Raw Marks

Shift 1 – Tough Paper












Average = 195 ÷ 3 = 65

T1

80

T2

65

T3

50


Candidate

Raw Marks

Shift 2 – Easy Paper







Average = 320 ÷ 4 = 80

E1

95

E2

85

E3

75

E4

65

Since Shift 2 has a higher average ( because of easy paper), Shift 2 is taken as Base Shift in this example.

Step 2: Percentile Calculation

Formula: Percentile = Candidates scoring equal or below ÷ Total candidates in that shift × 100

                   Percentile in Tough Shift

Candidate

Raw Marks

Equal or Below

Percentile

T1

80

3

100.00000

T2

65

2

66.66667

T3

50

1

33.33333

Percentile in Easy Shift / Base Shift

Candidate

Raw Marks

Equal or Below

Percentile

E1

95

4

100.00000

E2

85

3

75.00000

E3

75

2

50.00000

E4

65

1

25.00000


Step 3: Normalized Marks

Since Easy Shift is Base Shift, its raw marks become reference marks.

Base Shift Percentile

Base Shift Marks

100.00000

95

75.00000

85

50.00000

75

25.00000

65

Now Tough Shift candidates are mapped to Base Shift.


T1

T1 percentile = 100.00000

Base Shift 100 percentile marks = 95

So, T1 Normalized Marks = 95




T2 – Interpolation

T2 percentile = 66.66667

In Base Shift:

75 percentile = 85 marks
50 percentile = 75 marks

66.66667 lies between 75 and 50.

Difference between marks = 85 − 75 = 10
Difference between percentile = 75 − 50 = 25

T2 position above 50 percentile = 66.66667 − 50 = 16.66667

Marks increase = 10 ÷ 25 × 16.66667 = 6.66667

T2 Normalized Marks = 75 + 6.66667 = 81.66667


T3 – Interpolation

T3 percentile = 33.33333

In Base Shift:

50 percentile = 75 marks
25 percentile = 65 marks

33.33333 lies between 50 and 25.

Difference between marks = 75 − 65 = 10
Difference between percentile = 50 − 25 = 25

T3 position above 25 percentile = 33.33333 − 25 = 8.33333

Marks increase = 10 ÷ 25 × 8.33333 = 3.33333

T3 Normalized Marks = 65 + 3.33333 = 68.33333

Final Normalised Position

Candidate

Shift

Raw Marks

Percentile

Normalized Marks

T1

Tough

80

100.00000

95.00000

E1

Easy

95

100.00000

95.00000

E2

Easy

85

75.00000

85.00000

T2

Tough

65

66.66667

81.66667

E3

Easy

75

50.00000

75.00000

T3

Tough

50

33.33333

68.33333

E4

Easy

65

25.00000

65.00000




Final Merit

Merit is based on Percentile Score. If the Percentile Score is the same, tie is decided by age first, and then by alphabetical order.

Merit Position

Candidate

Percentile

Remarks

1 / 2

T1

100.00000

Rank depends on age tie-break

1 / 2

E1

100.00000

Rank depends on age tie-break

3

E2

75.00000

Higher percentile

4

T2

66.66667

Next percentile

5

E3

50.00000

Next percentile

6

T3

33.33333

Next percentile

7

E4

25.00000

Lowest percentile


Simple Understanding

T1 got only 80 marks in tough paper.
E1 got 95 marks in easy paper.

But both are toppers in their own shifts. So:

T1 = 100 percentile
E1 = 100 percentile

After normalization also:

T1 = 95 normalized marks
E1 = 95 normalized marks

Therefore, normalisation protects candidates who faced a tougher paper.


Key Points for Aspirants

  • Percentile is not the percentage of marks.

  • Percentile shows your position in your own shift.

  • The topper of each shift gets 100 percentile.

  • Base Shift is selected for calculating Normalized Marks.

  • If an exact percentile is not available in Base Shift, interpolation is applied.

  • Final merit is based on Percentile Score.

  • Same percentile means tie; rank depends on age and then alphabetical order.




Disclaimer

This normalisation example has been prepared with the assistance of ChatGPT, after taking due care to align it with the RRB normalisation methodology, including Percentile Score, Base Shift and interpolation principles.

It is intended only for simple academic understanding of aspirants. Actual normalisation, calculation, rounding, tie-breaking and merit preparation will be done strictly by the Railway Recruitment Board / competent authority as per official rules, data and software-based processing.

Aspirants are advised to refer to the official Railway Board / RRB instructions for final and authoritative guidance.

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