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Module ADB-2111:
Dulliau Ystadegol

Module Facts

Run by Bangor Business School

20.000 Credits or 10.000 ECTS Credits

Semester 2

Organiser: Dr Gwion Williams

Overall aims and purpose

NODAU: Bydd y modiwl yn cyflwyno'r myfyrwyr i syniadau am debygolrwydd a chasgliadau ystadegol, ac yn dangos sut mae cymhwyso'r syniadau hynny. Y nod cyffredinol yw rhoi sylfaen dda i'r myfyrwyr mewn dulliau a thechnegau ystadegol. Mae ffocws cryf ar roi'r technegau hyn ar waith yn Microsoft Excel.

Course content

Profion rhagdybiaeth; gwallau Math I a Math II; Lefel arwyddocâd; Cydberthyniad ac achosiaeth; Model atchweliad llinol; Amcangyfrif swm lleiaf sgwariau cyffredin; Profi arwyddocâd atchweliad; Dulliau samplo; Profion cadernid; Cyfres amser a data panel.

Assessment Criteria

threshold

Trothwy: D- to D+ (40-49%): Dim o bwys wedi ei hepgor neu'n anghywir o ran defnyddio gwybodaeth/sgiliau. Rhywfaint o ddealltwriaeth o elfennau damcaniaethol/cysyniadol/ymarferol. Cyfuno theori/ymarfer/gwybodaeth i'w weld yn ysbeidiol wrth gyflawni amcanion y gwaith a asesir.

good

Da: B- i B+(60-69%): Perfformiad da iawn. Defnyddir y rhan fwyaf o'r wybodaeth berthnasol yn gywir. Dealltwriaeth dda o elfennau damcaniaethol/cysyniadol/ymarferol. Integreiddio da o theori/ymarfer/gwybodaeth wrth geisio cyflawni amcanion y gwaith a asesir. Tystiolaeth o ddefnyddio sgiliau creadigol ac adfyfyriol.

excellent

Rhagorol: A- i A+ (70%+): Perfformiad rhagorol. Defnyddio'r wybodaeth berthnasol yn gywir. Dealltwriaeth ragorol o elfennau damcaniaethol/cysyniadol/ymarferol. Integreiddio da o theori/ymarfer/gwybodaeth wrth geisio cyflawni amcanion y gwaith a asesir. Tystiolaeth gref o ddefnyddio sgiliau creadigol ac adfyfyriol.

C- to C+

Lefel Arall: C- i C+ (50-59%): Llawer o’r wybodaeth a’r sgiliau perthnasol wedi’u defnyddio'n gywir at ei gilydd. Dealltwriaeth ddigonol o elfennau damcaniaethol/cysyniadol/ymarferol. Integreiddio gweddol o theori/ymarfer/gwybodaeth wrth geisio cyflawni amcanion y gwaith a asesir. Peth tystiolaeth o ddefnyddio sgiliau creadigol ac adfyfyriol.

Learning outcomes

  1. Deall cysyniad samplu a chasgliadau ystadegol.

  2. Dadansoddi data, a dehongli'r canlyniadau.

  3. Gwneud ymchwil drwy ddefnyddio ystadegau cryno, graffiau, technegau a dadansoddi data archwiliadol, cydberthyniad ac atchweliad.

  4. Dangos dealltwriaeth o gysyniadau ystadegol.

  5. Adnabod a datrys problemau lle ceir newidynnau.

  6. Llunio a phrofi rhagdybiaethau.

Assessment Methods

Type Name Description Weight
Adroddiad Dadansoddi Data Grŵp 20.00
Arholiad Diwedd Semester 2 80.00

Teaching and Learning Strategy

Hours
Lecture

Bydd cyfres o ddarlithoedd dwy awr, a fydd yn cynnwys arddangosiadau ymarferol ac enghreifftiau gweithgar i roi cynnig arnynt yn y dosbarth.

40
Workshop

Gweithdy: sesiwn galw heibio 2 awr o hyd bob yn ail wythnos. Nid yw bod yn bresennol yn orfodol.

20
Private study

Adolygu a myfyrio ar ddeunydd y cwrs ac ymarfer cymhwyso technegau yn Excel

140

Transferable skills

  • Literacy - Proficiency in reading and writing through a variety of media
  • Numeracy - Proficiency in using numbers at appropriate levels of accuracy
  • Computer Literacy - Proficiency in using a varied range of computer software
  • Self-Management - Able to work unsupervised in an efficient, punctual and structured manner. To examine the outcomes of tasks and events, and judge levels of quality and importance
  • Critical analysis & Problem Solving - Able to deconstruct and analyse problems or complex situations. To find solutions to problems through analyses and exploration of all possibilities using appropriate methods, rescources and creativity.
  • Presentation - Able to clearly present information and explanations to an audience. Through the written or oral mode of communication accurately and concisely.
  • Self-awareness & Reflectivity - Having an awareness of your own strengths, weaknesses, aims and objectives. Able to regularly review, evaluate and reflect upon the performance of yourself and others

Subject specific skills

  • Analysis, deduction and induction. Economic reasoning is highly deductive, and logical analysis is applied to assumption-based models. However, inductive reasoning is also important. The development of such analytical skills enhances students' problem-solving and decision-making ability.
  • Quantification and design. Data, and their effective organisation, presentation and analysis, are important in economics. The typical student will have some familiarity with the principal sources of economic information and data relevant to industry, commerce, society and government, and have had practice in organising it and presenting it informatively. This skill is important at all stages in the decision-making process.
  • Numeracy: the use of quantitative skills to manipulate data, evaluate, estimate and model business problems, functions and phenomena.
  • Conceptual and critical thinking, analysis, synthesis and evaluation.
  • Self-management: a readiness to accept responsibility and flexibility, to be resilient, self-starting and appropriately assertive, to plan, organise and manage time.

Courses including this module

Compulsory in courses:

  • NR33: BA Banking/Italian year 2 (BA/BIT)
  • NR34: BA Banking/Spanish year 2 (BA/BSP)
  • L1T1: BA Economics and Chinese year 2 (BA/ECCH)
  • LR13: BA Economics/Italian year 2 (BA/ECIT)
  • LL13: BA Sociology/Economics year 2 (BA/ECS)
  • LL2B: BA Sociology & Economics (4 yr with Incorporated Foundation) year 2 (BA/ECS1)
  • LR14: BA Economics/Spanish year 2 (BA/ECSP)
  • NR31: BA French/Banking year 2 (BA/FRB)
  • LR11: BA French/Economics year 2 (BA/FREC)
  • NR32: BA German/Banking year 2 (BA/GB)
  • LR12: BA German/Economics year 2 (BA/GEC)
  • LV11: BA History/Economics year 2 (BA/HEC)
  • N5R3: BA Marketing with Italian year 2 (BA/MKITAL)
  • N5R1: BA Marketing with French year 2 (BA/MKTFR)
  • NR51: BA Marketing and French (4 year) year 2 (BA/MKTFR#)
  • N5R6: Marketing with French with International Experience year 2 (BA/MKTFRIE)
  • N5R2: BA Marketing with German year 2 (BA/MKTGER)
  • NR52: BA Marketing and German (4 year) year 2 (BA/MKTGER4)
  • NR53: BA Marketing and Italian (4 year) year 2 (BA/MKTITAL)
  • NR54: BA Marketing and Spanish (4 year) year 2 (BA/MKTSP)
  • N5R4: BA Marketing with Spanish year 2 (BA/MKTSP#)
  • L202: BA Politics and Economics year 2 (BA/POLEC)
  • LL14: BA Social Policy/Economics year 2 (BA/SPEC)
  • LL1B: BA Social Policy & Economics (4yr with Incorp Foundation) year 2 (BA/SPEC1)
  • LL15: BA Social Policy and Economics with International Experience year 2 (BA/SPECIE)
  • NN44: BSc Accounting and Banking with International Experience year 2 (BSC/ABIE)
  • NN43: BSc Accounting and Banking year 2 (BSC/ACCB)
  • NN46: BSc Accounting and Banking (4 year with Incorp Found) year 2 (BSC/ACCB1)
  • NN3F: BSc Accounting and Banking year 2 (BSC/ACCBF)
  • NN3P: BSc Acc & Banking with Place Yr year 2 (BSC/ACCBP)
  • NL41: BSc Accounting and Economics year 2 (BSC/ACCEC)
  • NL4B: BSc Accounting and Economics (4 year with Incorp Foundation) year 2 (BSC/ACCEC1)
  • NL4F: BSc Accounting and Economics year 2 (BSC/ACCECF)
  • NL4P: BSc Accounting and Economics with Placement Year year 2 (BSC/ACCECP)
  • NN4J: BSc Accounting and Finance (4 year with Incorp Found) year 2 (BSC/ACCF1)
  • NN4H: BSc Accounting and Finance year 2 (BSC/ACCFIN)
  • NN4F: BSc Accounting and Finance year 2 (BSC/ACCFINF)
  • N402: BSc Accounting & Finance (with International Experience) year 2 (BSC/ACCFINIE)
  • NN4P: BSc Accounting and Finance with Placement Year year 2 (BSC/ACCFINP)
  • NL42: BSc Accounting and Economics with International Experience year 2 (BSC/AEIE)
  • N109: BSc Bus Analytics w Financial Tech year 2 (BSC/BAFT)
  • L190: BSc Business Economics year 2 (BSC/BEC)
  • L19B: BSc Business Economics (4 year with Incorporated Foundation) year 2 (BSC/BEC1)
  • L19F: BSc Business and Economics year 2 (BSC/BECF)
  • L191: BSc Business Economics with International Experience year 2 (BSC/BECIE)
  • L19P: BSc Business Economics with Placement Year year 2 (BSC/BECP)
  • 8V55: BSc Banking and Finance (with International Experience) year 2 (BSC/BFIE)
  • N391: BSc Banking and Finance year 2 (BSC/BFIN)
  • N39B: BSc Banking and Finance (4 year w Incorporated Foundation) year 2 (BSC/BFIN1)
  • N39F: Banking and Finance year 2 (BSC/BFINF)
  • N39P: BSc Banking and Finance with Placement Year year 2 (BSC/BFINP)
  • N406: BSc Accounting and Finance (Bangor International College) year 2 (BSC/BICAF)
  • L192: BSc Business Economics (Bangor International College) year 2 (BSC/BICBE)
  • N324: BSc Banking and Finance (Bangor International College) year 2 (BSC/BICBF)
  • N201: BSc Business Management (Bangor Uni International College) year 2 (BSC/BICBM)
  • N203: BSc Business Man with Acc (Bangor Uni International College) year 2 (BSC/BICBMA)
  • N202: BSc Business Man & Finance (Bangor Uni International Coll) year 2 (BSC/BICBMF)
  • N105: BSc Business Studies (Bangor International College) year 2 (BSC/BICBS)
  • N106: BSc Business Stud & Finance (Bangor International College) year 2 (BSC/BICBSF)
  • L193: BSc Financial Economics (Bangor International College) year 2 (BSC/BICFE)
  • NN24: BSc Management with Account (Bangor International College) year 2 (BSC/BICMNA)
  • N503: BSc Marketing (Bangor International College) year 2 (BSC/BICMRK)
  • N312: BSc Banking with Financial Tech year 2 (BSC/BKFT)
  • N200: BSc Business Management year 2 (BSC/BM)
  • N20B: BSc Business Management (4 year with Incorp Foundation) year 2 (BSC/BM1)
  • N2ND: BSc Business Management with Accounting year 2 (BSC/BMA)
  • N2NF: BSc Business Man with Account (4 yr with Incorp Foundation) year 2 (BSC/BMA1)
  • N3NF: BSc Business Management with Accounting year 2 (BSC/BMAF)
  • N2NP: BSc Business Management with Accounting with Placement Year year 2 (BSC/BMAP)
  • NN23: BSc Business Management and Finance year 2 (BSC/BMF)
  • NN2B: BSc Business Man & Finance (4 year with Incorp Foundation) year 2 (BSC/BMF1)
  • N20F: BSc Business Management year 2 (BSC/BMFF)
  • NN2F: BSc Business Management and Finance year 2 (BSC/BMFINF)
  • NN2P: Business Management and Finance with Placement Year year 2 (BSC/BMFP)
  • N2N5: BSc Business Management and Marketing year 2 (BSC/BMM)
  • N2NC: BSc Business Man & Marketing (4 yr with Incorp Foundation) year 2 (BSC/BMM1)
  • N5NF: BSc Business Management and Marketing year 2 (BSC/BMMF)
  • N5NP: BSc Business Management and Marketing with Placement Year year 2 (BSC/BMMP)
  • N20P: BSc Business Management with Placement Year year 2 (BSC/BMPP)
  • N101: BSc Business Studies year 2 (BSC/BS)
  • N10B: BSc Business Studies (4 year with Incorporated Foundation) year 2 (BSC/BS1)
  • NN1H: BSc Business Studies and Finance year 2 (BSC/BSFIN)
  • NN1J: BSc Business Studies and Finance (4 year with Incorp Found) year 2 (BSC/BSFIN1)
  • NNM1: BSc Business Studies & Marketing with Intl Experience year 2 (BSC/BSMIE)
  • NN1M: BSc Business Studies and Marketing year 2 (BSC/BSMKT)
  • NN1K: BSc Business Studies & Marketing (4 year with Incorp Found) year 2 (BSC/BSMKT1)
  • L112: BSc Financial Economics with International Experience year 2 (BSC/FEIE)
  • L111: BSc Financial Economics year 2 (BSC/FINEC)
  • L11B: BSc Financial Economics (4 year w Incorporated Foundation) year 2 (BSC/FINEC1)
  • L11F: BSc Financial Economics year 2 (BSC/FINECF)
  • L11P: BSc Financial Economics with Placement Year year 2 (BSC/FINECP)
  • N501: BSc Marketing year 2 (BSC/MKT)
  • N50B: BSc Marketing (4 year with Incorporated Foundation) year 2 (BSC/MKT1)
  • N50F: BSc Marketing year 2 (BSC/MKTF)
  • N50P: BSc Marketing with Placement Year year 2 (BSC/MKTP)
  • N5C8: BSc Marketing with Psychology year 2 (BSC/MP)
  • C6N5: BSc Sport Science & Marketing year 2 (BSC/SSM)
  • CN5P: Sport Science and Marketing with Placement Year year 2 (BSC/SSMP)

Optional in courses:

  • N2T1: BA Business Management and Chinese year 2 (BA/BMCH)
  • N2R1: BA Business Management and French year 2 (BA/BMFR)
  • N2R2: BA Business Management and German year 2 (BA/BMG)
  • N2R3: BA Business Management and Italian year 2 (BA/BMI)
  • N2M1: BA Business Management and Law year 2 (BA/BML)
  • N2MB: BA Business Man & Law (4 year with Incorp Foundation) year 2 (BA/BML1)
  • N2R4: BA Business Management and Spanish year 2 (BA/BMS)
  • N1R1: BA Bus Stud with French year 2 (BA/BSFR)
  • N1R2: BA Business Studies with German year 2 (BA/BSGER)
  • N1R3: BA Business Studies with Italian year 2 (BA/BSIT)
  • N1R4: BA Business Studies with Spanish year 2 (BA/BSSP)
  • N107: BA Business year 2 (BA/BUS)
  • N1T1: BA Business Studies and Chinese year 2 (BA/BUSCH)
  • NR1C: BA Business Studies/French year 2 (BA/BUSSF)
  • NR1F: BA Business Studies and German year 2 (BA/BUSSG)
  • NR1H: BA Business Studies and Italian year 2 (BA/BUSSI)
  • N102: BA Business Studies (with International Experience) year 2 (BA/BUSSIE)
  • NR1K: BA Business Studies and Spanish year 2 (BA/BUSSS)
  • NBR1: BSc Business Management with French year 2 (BSC/BMFR)
  • NBR2: BSc Business Management with German year 2 (BSC/BMG)
  • NBR3: BSc Business Management with Italian year 2 (BSC/BMI)
  • NBR4: BSc Business Management with Spanish year 2 (BSC/BMS)
  • IN00: BSc Computer Information Systems for Business year 2 (BSC/CISB)
  • IN0B: BSc Computer Information Sys for Bus (4 year w Incorp Found) year 2 (BSC/CISB1)
  • IN02: BSc Computer Information Systems for Business (Franchised) year 2 (BSC/CISBF)
  • C6N1: BSc Sport Science & Business Management year 2 (BSC/SSB)

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