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Information & Knowledge
      Management
Real-Time Information & Knowledge Management

               Marielba Zacarias
              Prof. Auxiliar DEEI
          FCT I, Gab 2.69, Ext. 7749
               mzacaria@ualg.pt
         http://w3.ualg.pt/~mzacaria
Summary

Real-time processes
 Information Management
 Knowledge Management
Enterprise Dashboards
Real-time management of qualitative information
The need for
    “real-time” cycles

Complex, dynamic, uncertain world
WWW, bandwith
Nothing new for industrial processes
...but for services
“Real-time”
Real-time Enterprise (RTE)
 information about the right processes for the
 right people at the right time and price
 real-time is not necessarily instantaneous
 entails answering
   critical information?
   latency requirements?
   ROI?
RTE Activities
Data capture
 automatic (RFID) & manual (data entry)
 high data volume
 filtering/selection, storage
Data Monitorization
 Early detection of anomalous data
 Which data should be monitorized?
RTE Activities
Data analysis
  Analytical methods and techiques
Data visualization
  dashboards
    facilitate metric measurement and management
    through a unique interface

    friendly and consolidated views show, performance
    indicators

    graphic, typically web-based

    visualization + effective than reports
Some definitions
Measurement
 Body temperature
 Car temperature
Metric
 Cold/Hot
Indicator
 If temp > 38.5 give medicine
 If temp > ? stop car, pour water in radiator
Dashboards
Dashboards
Dashboards
RTE Activities

Interpretation and Action
 interpretation in a given context
 prioritization
 appropriate and timely action
RTE Activities
Feedback and continuous improvement
 Iterative processes
 Gradual Improvement
 Performance metrics about
   data
   processes
   technology
   people
RTE Activity Cycle
data capture &   data analysis &
monitorization    visualization


                  feedback &
interpretation
                  continuous
   & action
                 improvement
RTE OTIS
president
            before                        president

                                      O
regional
 o!ces
                                      T   regional
                                           o!ces
                                      I
                Information Flows
  zone
directors
                                      S     zone
                                          directors
                                      L
 district
 o!ces
                                      I    district
                                           o!ces
                                      N
  field                                E     field
 o!ces
                              after        o!ces
Real-Time Knowledge
       Management
Immediate access and sharing of up-to-
date operational information
Concurrent interaction among actors
Immediate action when needed
Action-Learning OODA Cycle

  Observation
   Anomalous situations, changes
  Orientation
   Threat & Opportunity Interpretation
  Decision (decide answer)
  Action (execute answer)
OODA Cycle




 digital dashboards    scheduled & organized
business intelligence         meetings
           human intervention
            knowledge sharing
bills
                      devolutions
materials
                         backlog
products
                        inventory
 backlog
                           POS
efficiency
                        deliveries
                     client/channel




   Western-Digital
    Supply Chain
Real time?
(push model)
Push Model
Reactive & corrective feedback loops
Organization logic and information
presentation pre-defined, pre-configured
and pre-programmed
Hinders multiple interpretation or
answers over the the same information
base
Real time?
(pull model)
Real-time Knowledge
   Management!1
Deals with critical adaptation, survival
and competency issues with
organizations facing radical &
discontinuous environmental changes
Involves processes that combine IT &
creative and innovative information
processing of human actors
Push model
Knowledge Management = Information Management
Focus on IT + repositories
right information at the right time and place
Focus on
  Good practices, training and learning,
  Change culture, collaboration & virtual organizations
  automatization, redesign & process improvement
Pull model

Overall Business Performance
Strategy as the driving force in selecting
and adapting processes, activities and IT
Careful IT selection
Enterprise
      Architectures
Valuable...if properly used
Real-time in numbers
Airline Operations: from 20 min to 30 sec

Commercial transaction analysis: 30 min to 5 sec

Supply Chain updating: 1 day to 15 min

Telephone activation: 3 days to 1 hour

Finance Monitorization: 1 day to 5 min

Document transfers: 3 days to 45 sec

PCs on-demand: 6 weeks to 1 day
Various Tools
Artificial Intelligence
Business Intelligence
 Data Mining
 Text Mining
Expert Systems
Neural Networks
Genetic Algorithms
Business Intelligence
Data Mining
Clustering
Classification
Association
 diaper + beers + football games
Sequence analysis
 Recurrent sequences
Classification
Text Mining
Expert Systems
Neural networks
Genetic Algorithms
Tools in research
Extending RTE to
qualitative information

   Action       Context
                         Bootstrapping
   Capture     Discovery

                 Actions
                 Contexts
              Tasks-Resources


    Context      Context        Context
 Visualization Integration      Analysis
Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions



                                   Action Capture
                                                                                                Object Description| Action
                                                  Action              Nested                                                      ..supporting Resources
     nº     Date      foll.         Subject        Type     Receiver   Action          Main resource-related items          (tools, people, information items)
     ...     ...       ...             ...          ...        ...       ...                         ...                                     ...
     20       1-Apr            0   Prof. Smith request     Alice     pay         course X                               e-mail
     21       1-Apr           20   Alice        check                            Prof. Smith's payment requirements     excel, payment requirement records
     22       1-Apr           21   Alice        request    Prof. Smith send      Prof. Smith's payment requirements     e-mail
     23       1-Apr           22   Alice        inform                 pay       will proceed when requirements are sente-mail
     24       1-Apr           23   Prof. Smith request     Alice       pay       without payment requirements           e-mail
     25       1-Apr           24   Prof. Smith inform      Alice                 reason for not sending requirements
     26       1-Apr           25   Prof. Smith inform      Alice       promise   requirements for date D                e-mail
     27       2-Apr           26   Alice        analyze                          payment request and reason given
     28       2-Apr            0   Alice        request    Boss       analyze    accept or reject Prof. Smith's request telefone
     29       2-Apr           28   Alice's boss analyze                          payment request and reason given
     30       2-Apr           29   Alice's boss suggest    Alice       accept    payment request of Prof. Smith         telefone
     31       2-Apr           30   28           inform     Alice                 prof. Smith is a good professor        telefone
     32       2-Apr           27   Alice        accept     Prof. Smith pay       course X                               e-mail
     33       2-Apr           32   Alice        order      Luisa       pay       course X to Prof. Smith
     34       2-Apr           33   Alice        inform     Prof. Smith pay       is ordered                             e-mail
Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions




                   Context Discovery
                                                                                                     Object Description| Action
                                                      Action                 Nested                                                    ..supporting Resources
              nº   Date      foll.         Subject     Type     Receiver     Action        Main resource-related items           (tools, people, information items)
             21      1-Apr           20   Alice      check                            Prof. Smith's payment requirements       excel, payment requirement records
             22      1-Apr           21   Alice      request    Prof. Smith send      Prof. Smith's payment requirements       e-mail
             23      1-Apr           22   Alice      inform                 pay       will proceed when requirements are sent e-mail
             27      2-Apr           26   Alice      analyze                          payment request and reason given
             28      2-Apr            0   Alice      request    Boss        analyze   accept or reject Prof. Smith's request   telefone
             32      2-Apr           27   Alice      accept     Prof. Smith pay       course X                                 e-mail
             33      2-Apr           32   Alice      order      Luisa       pay       course X to Prof. Smith
             34      2-Apr           33   Alice      inform     Prof. Smith pay       is ordered                               e-mail
              8    1-Apr              7   Alice      verify                           last POSI meeting minute                 word, POSI minute file
              9    1-Apr              8   Alice      inform     Miguel                last POSI meeting is OK                  e-mail
             17    1-Apr                  Alice      order      Luisa      pay        March-April IT support                   e-mail, March-April invoices
             19    1-Apr              0   Alice      send       TR                    software CDs for installation            snail mail, CDs
              2    1-Apr              1   Alice      request    Luisa      search     travels folder
              4    1-Apr              3   Alice      request    Luisa      register   invoice data in travels file
              5    1-Apr              4   Alice      request    Luisa      compare    invoice value with budgeted value        excel, travels budget file
              6    1-Apr              5   Alice      request    Luisa      register   invoice data in travels file             excel, travels folder, travels file
             13    1-Apr             12   Alice      print                            PM course proposal file                  word, PM course proposal file
             14    1-Apr             13   Alice      store                            PM course proposal in short courses folder
                                                                                                                               word, course folder
             11    1-Apr              1   Alice      schedule                                                                  outlook
                                                                                      when to provide information about POSI to bank
Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions




                   Context Discovery
                                                                                                     Object Description| Action
                                                      Action                 Nested                                                    ..supporting Resources
              nº   Date      foll.         Subject     Type     Receiver     Action        Main resource-related items           (tools, people, information items)
             21      1-Apr           20   Alice      check                            Prof. Smith's payment requirements       excel, payment requirement records
             22      1-Apr           21   Alice      request    Prof. Smith send      Prof. Smith's payment requirements       e-mail
             23      1-Apr           22   Alice      inform                 pay       will proceed when requirements are sent e-mail
             27      2-Apr           26   Alice      analyze                          payment request and reason given
             28      2-Apr            0   Alice      request    Boss        analyze   accept or reject Prof. Smith's request   telefone
             32      2-Apr           27   Alice      accept     Prof. Smith pay       course X                                 e-mail
             33      2-Apr           32   Alice      order      Luisa       pay       course X to Prof. Smith
             34      2-Apr           33   Alice      inform     Prof. Smith pay       is ordered                               e-mail
              8    1-Apr              7   Alice      verify                           last POSI meeting minute                 word, POSI minute file
              9    1-Apr              8   Alice      inform     Miguel                last POSI meeting is OK                  e-mail
             17    1-Apr                  Alice      order      Luisa      pay        March-April IT support                   e-mail, March-April invoices
             19    1-Apr              0   Alice      send       TR                    software CDs for installation            snail mail, CDs
              2    1-Apr              1   Alice      request    Luisa      search     travels folder
              4    1-Apr              3   Alice      request    Luisa      register   invoice data in travels file
              5    1-Apr              4   Alice      request    Luisa      compare    invoice value with budgeted value        excel, travels budget file
              6    1-Apr              5   Alice      request    Luisa      register   invoice data in travels file             excel, travels folder, travels file
             13    1-Apr             12   Alice      print                            PM course proposal file                  word, PM course proposal file
             14    1-Apr             13   Alice      store                            PM course proposal in short courses folder
                                                                                                                               word, course folder
             11    1-Apr              1   Alice      schedule                                                                  outlook
                                                                                      when to provide information about POSI to bank




                                                                         context name
Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions




                      Context Analysis
        a1 = prof. Smith payment
        a2 = contacts & calls
        a3 = course budget
        a4 = student scholarship
        a5 = travel arrangements
Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions




                                   Context Analysis
        a1 = prof. Smith payment
        a2 = contacts & calls
        a3 = course budget
        a4 = student scholarship
        a5 = travel arrangements


                                   5        a4



                   2

         a3    1,3           a2        4           8

                                   6       a5    7,9   a6   10   a10
              a8
                              12
                        13
                              a9                            11
                   14




                        context switches
Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions




                                   Context Analysis
                                                                       recurrent information items & interactions
        a1 = prof. Smith payment                                            Prof. Smith Payment Context   Support to POSI management Context
        a2 = contacts & calls
        a3 = course budget
        a4 = student scholarship                                        Alice
                                                                                       payment, payment requirements             Alice's boss



        a5 = travel arrangements                                                request-accept            inform-acknowledge




                                   5        a4



                   2

         a3    1,3           a2        4           8

                                   6       a5    7,9   a6   10   a10
              a8
                              12
                        13
                              a9                            11
                   14




                        context switches
Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions




                                   Context Analysis
                                                                       recurrent information items & interactions
        a1 = prof. Smith payment                                            Prof. Smith Payment Context                         Support to POSI management Context
        a2 = contacts & calls
        a3 = course budget
        a4 = student scholarship                                        Alice
                                                                                        payment, payment requirements                                           Alice's boss



        a5 = travel arrangements                                                request-accept                                  inform-acknowledge


                                                                                                                  context-based networks
                                                                                                                   a1/
                                                                                                                   pSxx
                                                                                                                                      POSI document handling
                                                                                                          prof. Smith payment     a8/
                                   5        a4                                          Prof. Smith             a1/               lxx
                                                                                                               abxx                                               s
                                                                                                                                                              ent
                   2                                                                                                                   a6/                tud       Luisa
                                                                                                                                                     t es
                                                                                                        a2/                            lyy       ida
                                                                                 Boss                                                        and
               1,3                     4
                                                                                                       abyy                             SI c
         a3                  a2                    8                                                  calls for boss                 PO
                                                                                             a7/                                                a3/
                                                                                            mxx                                                  lxx
                                   6       a5    7,9   a6   10   a10                                                             POSI budget training and supervision
                                                                                           PM courses
              a8
                              12
                        13
                                                                                            a10/                                           a9/
                              a9                            11                               myy                       Alice              jmxx
                   14                                                      Prof. M        POSI meetings                           POSI budget ellaboration
                                                                                                                                                                     Prof. JM

                        context switches
Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions




                                   Context Analysis
                                                                       recurrent information items & interactions
        a1 = prof. Smith payment                                            Prof. Smith Payment Context                         Support to POSI management Context
        a2 = contacts & calls
        a3 = course budget
        a4 = student scholarship                                        Alice
                                                                                        payment, payment requirements                                           Alice's boss



        a5 = travel arrangements                                                request-accept                                  inform-acknowledge


                                                                                                                  context-based networks
                                                                                                                   a1/
                                                                                                                   pSxx
                                                                                                                                      POSI document handling
                                                                                                          prof. Smith payment     a8/
                                   5        a4                                          Prof. Smith             a1/               lxx
                                                                                                               abxx                                               s
                                                                                                                                                              ent
                   2                                                                                                                   a6/                tud       Luisa
                                                                                                                                                     t es
                                                                                                        a2/                            lyy       ida
                                                                                 Boss                                                        and
               1,3                     4
                                                                                                       abyy                             SI c
         a3                  a2                    8                                                  calls for boss                 PO
                                                                                             a7/                                                a3/
                                                                                            mxx                                                  lxx
                                   6       a5    7,9   a6   10   a10                                                             POSI budget training and supervision
                                                                                           PM courses
              a8
                              12
                        13
                                                                                            a10/                                           a9/
                              a9                            11                               myy                       Alice              jmxx
                   14                                                      Prof. M        POSI meetings                           POSI budget ellaboration
                                                                                                                                                                     Prof. JM

                        context switches

                                                        (1) request payment
                             recurrent action sequences (2) check payment requirements
                                                        (3) accept payment
Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions



                       Context Integration
                                        a1/
                                        pSxx
                                                         POSI document handling
                               prof. Smith payment   a8/
             Prof. Smith             a1/             lxx
                                    abxx                                        ts
                                                            a6/             den
                                                            lyy didate
                                                                        stu        Luisa
                             a2/
      Boss                  abyy                             I ca
                                                                  n
                                                         P OS
                           calls for boss                           a3/
                  a7/
                 mxx                                                lxx
                PM courses                           POSI budget training and supervision

                 a10/                                         a9/
                  myy                       Alice            jmxx
 Prof. M       POSI meetings                         POSI budget ellaboration
                                                                                     Prof. JM
Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions



                                              Context Integration
                                                                       a1/
                                                                       pSxx
                                                                                                      POSI document handling
                                                             prof. Smith payment                  a8/
                             Prof. Smith                          a1/                             lxx
                                                                 abxx                                                    ts
                                                                                                     a6/             den
                                                                                                     lyy didate
                                                                                                                 stu        Luisa
                                                    a2/
              Boss                                 abyy                                               I ca
                                                                                                           n
                                                                                                  P OS
                                                  calls for boss                                             a3/
                                         a7/
                                        mxx                                                                  lxx
                                       PM courses                                             POSI budget training and supervision

                                      a10/                                                                 a9/
                                       myy                                  Alice                         jmxx
 Prof. M                            POSI meetings                                                 POSI budget ellaboration
                                                                                                                               Prof. JM
recurrent action sequences:
(1) request payment
(2) check payment requirements                                                                    tools (excel)
(3) accept payment
Alice's Strategy: payments
                                                                                                          april, 2004



    Receive                  Acknowledge         Check                                   Order              Inform
                                                                      ok?        yes
    request                    reception      Requirements                              Payment            Payment
                                                                      no

                                                                  Inform about           Request
                                                                  Requirements         Requirement



        Professor

    Request                    Receive                                                                Receive
                                                 Send
    Payment                  Request Ack.                                                             Payment
                                              Requirements
                                                                                                     Acceptance
Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions



                                              Context Integration
                                                                                                                                 recurrent resource-related items
                                                                                                                                                           payment requirements
                                                                       a1/                                                                                                                   times = 6
                                                                       pSxx
                                                                                                      POSI document handling
                                                             prof. Smith payment                  a8/
                             Prof. Smith                          a1/                             lxx
                                                                 abxx                                                    ts
                                                                                                     a6/             den
                                                                                                                            Luisa
              Boss                                  a2/
                                                   abyy
                                                                                                     lyy didate
                                                                                                      I ca
                                                                                                           n
                                                                                                                 stu
                                                                                                                                     resources
                                                                                                    OS
                                         a7/
                                                  calls for boss                                  P
                                                                                                             a3/
                                                                                                             lxx
                                                                                                                                                 course grades and report
                                        mxx
                                       PM courses                                             POSI budget training and supervision
                                                                                                                                                    co
                                                                                                                                                      ur
                                      a10/                                                                 a9/                                            se
                                                                                                                                                               gr
                                       myy                                  Alice                         jmxx                                                      ad
 Prof. M                            POSI meetings                                                 POSI budget ellaboration                  Prof. Smith
                                                                                                                                                                      es
                                                                                                                                                                           an
                                                                                                                                                                                                          nt
                                                                                                                               Prof. JM                                      d
                                                                                                                                                                                 re                     de s
                                                                                                                                                                                                     tu oice               Luisa
recurrent action sequences:                                                                                                                                                        po
                                                                                                                                                                                      rts
                                                                                                                                                                                                    s v
                                                                                                                                                                                                      in        ate
                                                                                                                                                                                                             did nts
                                                                                                                                                       professo                                            n
(1) request payment                                                                                                                                   performa
                                                                                                                                                                rs'
                                                                                                                                                               nce
                                                                                                                                                                                                         ca ude
                                                                                                                                                                                                           st

(2) check payment requirements
                                                                                                                                                                                                       budgeting
                                                                                                  tools (excel)                           Boss
                                                                                                                                                           pr        opo
                                                                                                                                                                        sals                          information

(3) accept payment                                                                                                                                  cou
                                                                                                                                                       rse
                                                                                                                                                          coordina
                                                                                                                                                                   tion                     Alice
                                                                                                                                                                                                             budg
                                                                                                                                                                                                           infor eting
                                                                                                                                                                                                                mati
                                                                                                                                                           decisions                                                 on
Alice's Strategy: payments
                                                                                                          april, 2004
                                                                                                                                          Prof. M
                                                                                                                                                               Resource Network                                           Prof. JM

    Receive                  Acknowledge         Check                                   Order              Inform
                                                                      ok?        yes
    request                    reception      Requirements                              Payment            Payment
                                                                      no

                                                                  Inform about           Request
                                                                  Requirements         Requirement



        Professor

    Request                    Receive                                                                Receive
                                                 Send
    Payment                  Request Ack.                                                             Payment
                                              Requirements
                                                                                                     Acceptance
Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions



                                              Context Integration
                                                                                                                                 recurrent resource-related items
                                                                                                                                                           payment requirements
                                                                       a1/                                                                                                                   times = 6
                                                                       pSxx
                                                                                                      POSI document handling
                                                             prof. Smith payment                  a8/
                             Prof. Smith                          a1/                             lxx
                                                                 abxx                                                    ts
                                                                                                     a6/             den
                                                                                                                            Luisa
              Boss                                  a2/
                                                   abyy
                                                                                                     lyy didate
                                                                                                      I ca
                                                                                                           n
                                                                                                                 stu
                                                                                                                                     resources
                                                                                                    OS
                                         a7/
                                                  calls for boss                                  P
                                                                                                             a3/
                                                                                                             lxx
                                                                                                                                                 course grades and report
                                        mxx
                                       PM courses                                             POSI budget training and supervision
                                                                                                                                                    co
                                                                                                                                                      ur
                                      a10/                                                                 a9/                                            se
                                                                                                                                                               gr
                                       myy                                  Alice                         jmxx                                                      ad
 Prof. M                            POSI meetings                                                 POSI budget ellaboration                  Prof. Smith
                                                                                                                                                                      es
                                                                                                                                                                           an
                                                                                                                                                                                                          nt
                                                                                                                               Prof. JM                                      d
                                                                                                                                                                                 re                     de s
                                                                                                                                                                                                     tu oice               Luisa
recurrent action sequences:                                                                                                                                                        po
                                                                                                                                                                                      rts
                                                                                                                                                                                                    s v
                                                                                                                                                                                                      in        ate
                                                                                                                                                                                                             did nts
                                                                                                                                                       professo                                            n
(1) request payment                                                                                                                                   performa
                                                                                                                                                                rs'
                                                                                                                                                               nce
                                                                                                                                                                                                         ca ude
                                                                                                                                                                                                           st

(2) check payment requirements
                                                                                                                                                                                                       budgeting
                                                                                                  tools (excel)                           Boss
                                                                                                                                                           pr        opo
                                                                                                                                                                        sals                          information

(3) accept payment                                                                                                                                  cou
                                                                                                                                                       rse
                                                                                                                                                          coordina
                                                                                                                                                                   tion                     Alice
                                                                                                                                                                                                             budg
                                                                                                                                                                                                           infor eting
                                                                                                                                                                                                                mati
                                                                                                                                                           decisions                                                 on
Alice's Strategy: payments
                                                                                                          april, 2004
                                                                                                                                          Prof. M
                                                                                                                                                               Resource Network                                           Prof. JM



                                                                                                                                     tasks:
    Receive                  Acknowledge         Check                                   Order              Inform
                                                                      ok?        yes
    request                    reception      Requirements                              Payment            Payment
                                                                      no

                                                                  Inform about           Request


                                                                                                                                     (1) pay professors
                                                                  Requirements         Requirement




                                                                                                                                     (2) manage relationship with professors
        Professor

    Request                    Receive                                                                Receive
                                                 Send
    Payment                  Request Ack.                                                             Payment
                                              Requirements
                                                                                                     Acceptance
Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions




                                                                                                                                                            Work Practices
     inputOf               task                  RelatedTo

                                                                                                         governedBy
                   outputOf
  resource                                                           inter-personal
                           RelatedTo                                     context                                  inter-personal        constrain
                                                                                                                       rules            or change
                                                                                              (de)Activate
                                                                         share
                                                employedIn
                                                                                                                              shared
                                                                                                             choose
                                           employ                                dyad                                        activation
                                                                                                                               rules
     interaction                                                                                             IS-A
       Pattern                                                               memberOf
                                                                                                choose
                                                                                                                              trigger
                              relatedTo                                                              personal
       flowOf                                      employ                       person
                                                                                                     activation
                                                                                                       rules                 shared
                                                                                                                           commitments
                                     action                      participateIn
    communicative                    Pattern                                                          trigger
     action types                                                                has
                                                                                         activate                        update
                                     flowOf                                                             to--do                 update
                       IS-A                                             Personal                         list
                      hasNested                                          context
     information                                   employedIn
                                                                                         perform                            interactions
        items




                                                                                                                                                        nº of actions vs contexts
                                                                                                      update
                                                                            groupingOf
                                                                                                                      obligation
             use/produce              action                                                                                        hasTwo
               use                    types
                                                                                                       event          createdBy
                                                           hasType           actions
                                                                                           IS-A
                                          use                                                  happensAt                  communicative
                                                                                                                  IS-A
                                                                governedBy                                                   actions
                                                                                             dueAt
       human
                                      tools                      personal                            time point
     resources


                                                                                                                                                                                                               Telefone                  Email                  Email (printed)                         Fax                  Fax (printed)
                                                                  rules                                                     dueAt




                                                                                                                                                                Others
                                                                                                                                                          Client Claims
                                                                                                                                                               Publicity                                      50.0



                                                                                   Joao Cardoso
                                                                                                                                          Supplier Price Proposals
                                                                                                                                                    Substitute Products                                                                                                             resource usage
                                                                                                                                                       Pending Orders                                         37.5
                                                                                   Maria Alvega
                                                                                   Pedro Cabrita                                                           Order Sales
                                                                                   Sandra Pereira                                                   Incomplete Supplies
                                                                                   Susana Gomes                                                                                                               25.0
                                                                                   Susana Pauleta                                                    Damaged Supplies
                                                                                                                                                          Order Status
                                                                                                                                                          New Orders
                                                                                                                                                            Containers                                        12.5

                                                                                                                                                     Supplier Contacts
                                                                                                                                    Catalog Product Queries
                                                                                                                                                                                                                0
                                                                                                                                                        Product Codes




                                                                                                                                                                                                                          João Cardoso




                                                                                                                                                                                                                                                 Maria Alvega




                                                                                                                                                                                                                                                                    Pedro Cabrita




                                                                                                                                                                                                                                                                                                              Susana Gomes




                                                                                                                                                                                                                                                                                                                                    Susana Pauleta
                                                                                                                                                                                                                                                                                       Sandra Pereira
                                                                                                                                                           Provisioning
                                                                                                                                                                           0



                                                                                                                                                                               62.5



                                                                                                                                                                                      125.0



                                                                                                                                                                                              187.5



                                                                                                                                                                                                      250.0




                                                                                                                  personalized action patterns
Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions



                                                                                                                                                  Human Multitasking
   inputOf
                        task               RelatedTo
                                                                                                              inter-personal          constrain
                                                                                       governedBy
                outputOf                                                                                           rules              or change
source
                        RelatedTo
                                                              inter-personal
                                                                                                   (de)Activate
                    employedIn                                    context


                                                                       share

                                                                                                        choose           shared
                                     employ                               dyad                                          activation
                                                                                                                          rules
  interaction                                          participateIn                                       IS-A
   patterns
                                                                        memberOf              choose
                                                                                                                          trigger
                        relatedTo                                                                personal
    flowOf                                   employ                       person
                                                                                                 activation
                                                                                                   rules                 shared
                                                                                                                       commitments
                                  action                           has
communicative                    patterns                                      (de)activate        trigger
 action types                                                                                                        update

                                                              Personal
                                                                                                   to-do                  update
                        IS-A              employedIn                                                list
                  hasNested                                    context             perform
 information                     flowOf                                                                                 interactions
    items                                                     groupingOf                           update
                                                                                                                                 hasTwo
               use/produce        action
                                                  hasType               actions                    events
             use                  types                                              IS-A                         ObligationOf

                                    use                  governedBy                      happensAt                    communicative
                                                                                                              IS-A
                                                                                                                         actions
   human                                                                               dueAt
                                                            personal                             time point
 resources                        tools
                                                             rules                                                      dueAt




                                                                                                                                                    switches
                                                                                                                          cgd team inform test results 19 m1
                                                                                                                                                        18 m011
                                                                                                                                                        17 m1
                                                                                                                           day 10                       16 m3
                                                                                                                                                        15 m1                                                m8
                                                                                                                                                        14 m3                                                m81     m81
                                                                                                                                       m1         4     13 m1        m5              m5                      m3      m9
                                                                                                                                1                       12 m4        m3              m51                     m1      m81
                                                                                                                                                        11 m1        m6              m5      m6              m81     m8
                                                                                                                                                        10 m3    m5 m1    m5   m51   m1      m81             m3      m81
                                                                                                                                        4                9 m4    m3 m3    m1   m3    m81     m6 m011         m8      m9        m8   m9
                                                                                                                              m5               m3        8 m1    m5 m5    m3   m51   m5      m81 m2          m5      m81 m1    m5   m10
                                                                                                                                                         7 m011 m012 m6   m1   m8    m8      m8   m1 m81     m81     m9  m8    m9   m8
                                                                                                                                                         6 m3    m4 m3    m3   m81   m2  m8 m81 m81 m3   m6 m10      m8  m1    m8   m5
                                                                                                                                                         5 m1    m5 m6    m1   m51   m81 m81 m3 m81 m011 m10 m81     m81 m81   m9   m8
                                                                                                                                                         4 m2    m4 m3    m3   m8    m3  m8 m81 m81 m8   m2  m8      m5  m8    m8   m81
                                                                                                                                                         3 m3    m5 m6    m1   m1    m81 m81 m3 m81 m3 m10 m81       m9  m1    m9   m8
                                                                                                                                                         2 m2    m1 m3    m3   m8    m1  m3  m8   m1  m8 m6  m1      m81 m10   m8   m81
                                                                                                                                                         1 m1    m3 m2    m1   m7    m3 m81 m81 m81 m81 m10 m10      m9  m9    m9   m9
                                                                                                                                                             6   7   9    10   14    15  16  17    20 21 22  23      27  28    29   30
                                                                                                                                                                                                DAYS


                                                                       personal contexts
                                                       m1 = project management
                                                       m3 = integration tests
                                                       m5 = document association functions                                                                                       Activation Rules
                                                                                                                                                         if <conditions>                                           then <updates>
                               Subject                                                                 Nº                         Event                                                       Time           Activate      (Action To-do)
                               Mariana                                                                  2 antónio (-) request ellaborate report                                                                m1     ellaborate report
                                                                                                        3 Every week                                                                 weekly (6,10,15,23, 28)   m1     propose team meeting
                                                                                                        7 cg team(-) inform or request                                                                         m3     perform test
Action Capture
Context Discovery
Context Visualization

               carla's contexts
                                  context statistics
       keywords
   (team meetings)




              online messaging
Context Analysis
          (dashboards)




Context Analysis
Context Analysis
          (dashboards)




Context Analysis

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Gic2011 aula5-ingles

  • 1. Information & Knowledge Management Real-Time Information & Knowledge Management Marielba Zacarias Prof. Auxiliar DEEI FCT I, Gab 2.69, Ext. 7749 mzacaria@ualg.pt http://w3.ualg.pt/~mzacaria
  • 2. Summary Real-time processes Information Management Knowledge Management Enterprise Dashboards Real-time management of qualitative information
  • 3. The need for “real-time” cycles Complex, dynamic, uncertain world WWW, bandwith Nothing new for industrial processes ...but for services
  • 4. “Real-time” Real-time Enterprise (RTE) information about the right processes for the right people at the right time and price real-time is not necessarily instantaneous entails answering critical information? latency requirements? ROI?
  • 5. RTE Activities Data capture automatic (RFID) & manual (data entry) high data volume filtering/selection, storage Data Monitorization Early detection of anomalous data Which data should be monitorized?
  • 6. RTE Activities Data analysis Analytical methods and techiques Data visualization dashboards facilitate metric measurement and management through a unique interface friendly and consolidated views show, performance indicators graphic, typically web-based visualization + effective than reports
  • 7. Some definitions Measurement Body temperature Car temperature Metric Cold/Hot Indicator If temp > 38.5 give medicine If temp > ? stop car, pour water in radiator
  • 11. RTE Activities Interpretation and Action interpretation in a given context prioritization appropriate and timely action
  • 12. RTE Activities Feedback and continuous improvement Iterative processes Gradual Improvement Performance metrics about data processes technology people
  • 13. RTE Activity Cycle data capture & data analysis & monitorization visualization feedback & interpretation continuous & action improvement
  • 14. RTE OTIS president before president O regional o!ces T regional o!ces I Information Flows zone directors S zone directors L district o!ces I district o!ces N field E field o!ces after o!ces
  • 15. Real-Time Knowledge Management Immediate access and sharing of up-to- date operational information Concurrent interaction among actors Immediate action when needed
  • 16. Action-Learning OODA Cycle Observation Anomalous situations, changes Orientation Threat & Opportunity Interpretation Decision (decide answer) Action (execute answer)
  • 17. OODA Cycle digital dashboards scheduled & organized business intelligence meetings human intervention knowledge sharing
  • 18. bills devolutions materials backlog products inventory backlog POS efficiency deliveries client/channel Western-Digital Supply Chain
  • 20. Push Model Reactive & corrective feedback loops Organization logic and information presentation pre-defined, pre-configured and pre-programmed Hinders multiple interpretation or answers over the the same information base
  • 22. Real-time Knowledge Management!1 Deals with critical adaptation, survival and competency issues with organizations facing radical & discontinuous environmental changes Involves processes that combine IT & creative and innovative information processing of human actors
  • 23. Push model Knowledge Management = Information Management Focus on IT + repositories right information at the right time and place Focus on Good practices, training and learning, Change culture, collaboration & virtual organizations automatization, redesign & process improvement
  • 24. Pull model Overall Business Performance Strategy as the driving force in selecting and adapting processes, activities and IT Careful IT selection
  • 25. Enterprise Architectures Valuable...if properly used
  • 26. Real-time in numbers Airline Operations: from 20 min to 30 sec Commercial transaction analysis: 30 min to 5 sec Supply Chain updating: 1 day to 15 min Telephone activation: 3 days to 1 hour Finance Monitorization: 1 day to 5 min Document transfers: 3 days to 45 sec PCs on-demand: 6 weeks to 1 day
  • 28. Artificial Intelligence Business Intelligence Data Mining Text Mining Expert Systems Neural Networks Genetic Algorithms
  • 30. Data Mining Clustering Classification Association diaper + beers + football games Sequence analysis Recurrent sequences
  • 37. Extending RTE to qualitative information Action Context Bootstrapping Capture Discovery Actions Contexts Tasks-Resources Context Context Context Visualization Integration Analysis
  • 38. Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions Action Capture Object Description| Action Action Nested ..supporting Resources nº Date foll. Subject Type Receiver Action Main resource-related items (tools, people, information items) ... ... ... ... ... ... ... ... ... 20 1-Apr 0 Prof. Smith request Alice pay course X e-mail 21 1-Apr 20 Alice check Prof. Smith's payment requirements excel, payment requirement records 22 1-Apr 21 Alice request Prof. Smith send Prof. Smith's payment requirements e-mail 23 1-Apr 22 Alice inform pay will proceed when requirements are sente-mail 24 1-Apr 23 Prof. Smith request Alice pay without payment requirements e-mail 25 1-Apr 24 Prof. Smith inform Alice reason for not sending requirements 26 1-Apr 25 Prof. Smith inform Alice promise requirements for date D e-mail 27 2-Apr 26 Alice analyze payment request and reason given 28 2-Apr 0 Alice request Boss analyze accept or reject Prof. Smith's request telefone 29 2-Apr 28 Alice's boss analyze payment request and reason given 30 2-Apr 29 Alice's boss suggest Alice accept payment request of Prof. Smith telefone 31 2-Apr 30 28 inform Alice prof. Smith is a good professor telefone 32 2-Apr 27 Alice accept Prof. Smith pay course X e-mail 33 2-Apr 32 Alice order Luisa pay course X to Prof. Smith 34 2-Apr 33 Alice inform Prof. Smith pay is ordered e-mail
  • 39. Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions Context Discovery Object Description| Action Action Nested ..supporting Resources nº Date foll. Subject Type Receiver Action Main resource-related items (tools, people, information items) 21 1-Apr 20 Alice check Prof. Smith's payment requirements excel, payment requirement records 22 1-Apr 21 Alice request Prof. Smith send Prof. Smith's payment requirements e-mail 23 1-Apr 22 Alice inform pay will proceed when requirements are sent e-mail 27 2-Apr 26 Alice analyze payment request and reason given 28 2-Apr 0 Alice request Boss analyze accept or reject Prof. Smith's request telefone 32 2-Apr 27 Alice accept Prof. Smith pay course X e-mail 33 2-Apr 32 Alice order Luisa pay course X to Prof. Smith 34 2-Apr 33 Alice inform Prof. Smith pay is ordered e-mail 8 1-Apr 7 Alice verify last POSI meeting minute word, POSI minute file 9 1-Apr 8 Alice inform Miguel last POSI meeting is OK e-mail 17 1-Apr Alice order Luisa pay March-April IT support e-mail, March-April invoices 19 1-Apr 0 Alice send TR software CDs for installation snail mail, CDs 2 1-Apr 1 Alice request Luisa search travels folder 4 1-Apr 3 Alice request Luisa register invoice data in travels file 5 1-Apr 4 Alice request Luisa compare invoice value with budgeted value excel, travels budget file 6 1-Apr 5 Alice request Luisa register invoice data in travels file excel, travels folder, travels file 13 1-Apr 12 Alice print PM course proposal file word, PM course proposal file 14 1-Apr 13 Alice store PM course proposal in short courses folder word, course folder 11 1-Apr 1 Alice schedule outlook when to provide information about POSI to bank
  • 40. Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions Context Discovery Object Description| Action Action Nested ..supporting Resources nº Date foll. Subject Type Receiver Action Main resource-related items (tools, people, information items) 21 1-Apr 20 Alice check Prof. Smith's payment requirements excel, payment requirement records 22 1-Apr 21 Alice request Prof. Smith send Prof. Smith's payment requirements e-mail 23 1-Apr 22 Alice inform pay will proceed when requirements are sent e-mail 27 2-Apr 26 Alice analyze payment request and reason given 28 2-Apr 0 Alice request Boss analyze accept or reject Prof. Smith's request telefone 32 2-Apr 27 Alice accept Prof. Smith pay course X e-mail 33 2-Apr 32 Alice order Luisa pay course X to Prof. Smith 34 2-Apr 33 Alice inform Prof. Smith pay is ordered e-mail 8 1-Apr 7 Alice verify last POSI meeting minute word, POSI minute file 9 1-Apr 8 Alice inform Miguel last POSI meeting is OK e-mail 17 1-Apr Alice order Luisa pay March-April IT support e-mail, March-April invoices 19 1-Apr 0 Alice send TR software CDs for installation snail mail, CDs 2 1-Apr 1 Alice request Luisa search travels folder 4 1-Apr 3 Alice request Luisa register invoice data in travels file 5 1-Apr 4 Alice request Luisa compare invoice value with budgeted value excel, travels budget file 6 1-Apr 5 Alice request Luisa register invoice data in travels file excel, travels folder, travels file 13 1-Apr 12 Alice print PM course proposal file word, PM course proposal file 14 1-Apr 13 Alice store PM course proposal in short courses folder word, course folder 11 1-Apr 1 Alice schedule outlook when to provide information about POSI to bank context name
  • 41. Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions Context Analysis a1 = prof. Smith payment a2 = contacts & calls a3 = course budget a4 = student scholarship a5 = travel arrangements
  • 42. Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions Context Analysis a1 = prof. Smith payment a2 = contacts & calls a3 = course budget a4 = student scholarship a5 = travel arrangements 5 a4 2 a3 1,3 a2 4 8 6 a5 7,9 a6 10 a10 a8 12 13 a9 11 14 context switches
  • 43. Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions Context Analysis recurrent information items & interactions a1 = prof. Smith payment Prof. Smith Payment Context Support to POSI management Context a2 = contacts & calls a3 = course budget a4 = student scholarship Alice payment, payment requirements Alice's boss a5 = travel arrangements request-accept inform-acknowledge 5 a4 2 a3 1,3 a2 4 8 6 a5 7,9 a6 10 a10 a8 12 13 a9 11 14 context switches
  • 44. Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions Context Analysis recurrent information items & interactions a1 = prof. Smith payment Prof. Smith Payment Context Support to POSI management Context a2 = contacts & calls a3 = course budget a4 = student scholarship Alice payment, payment requirements Alice's boss a5 = travel arrangements request-accept inform-acknowledge context-based networks a1/ pSxx POSI document handling prof. Smith payment a8/ 5 a4 Prof. Smith a1/ lxx abxx s ent 2 a6/ tud Luisa t es a2/ lyy ida Boss and 1,3 4 abyy SI c a3 a2 8 calls for boss PO a7/ a3/ mxx lxx 6 a5 7,9 a6 10 a10 POSI budget training and supervision PM courses a8 12 13 a10/ a9/ a9 11 myy Alice jmxx 14 Prof. M POSI meetings POSI budget ellaboration Prof. JM context switches
  • 45. Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions Context Analysis recurrent information items & interactions a1 = prof. Smith payment Prof. Smith Payment Context Support to POSI management Context a2 = contacts & calls a3 = course budget a4 = student scholarship Alice payment, payment requirements Alice's boss a5 = travel arrangements request-accept inform-acknowledge context-based networks a1/ pSxx POSI document handling prof. Smith payment a8/ 5 a4 Prof. Smith a1/ lxx abxx s ent 2 a6/ tud Luisa t es a2/ lyy ida Boss and 1,3 4 abyy SI c a3 a2 8 calls for boss PO a7/ a3/ mxx lxx 6 a5 7,9 a6 10 a10 POSI budget training and supervision PM courses a8 12 13 a10/ a9/ a9 11 myy Alice jmxx 14 Prof. M POSI meetings POSI budget ellaboration Prof. JM context switches (1) request payment recurrent action sequences (2) check payment requirements (3) accept payment
  • 46. Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions Context Integration a1/ pSxx POSI document handling prof. Smith payment a8/ Prof. Smith a1/ lxx abxx ts a6/ den lyy didate stu Luisa a2/ Boss abyy I ca n P OS calls for boss a3/ a7/ mxx lxx PM courses POSI budget training and supervision a10/ a9/ myy Alice jmxx Prof. M POSI meetings POSI budget ellaboration Prof. JM
  • 47. Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions Context Integration a1/ pSxx POSI document handling prof. Smith payment a8/ Prof. Smith a1/ lxx abxx ts a6/ den lyy didate stu Luisa a2/ Boss abyy I ca n P OS calls for boss a3/ a7/ mxx lxx PM courses POSI budget training and supervision a10/ a9/ myy Alice jmxx Prof. M POSI meetings POSI budget ellaboration Prof. JM recurrent action sequences: (1) request payment (2) check payment requirements tools (excel) (3) accept payment Alice's Strategy: payments april, 2004 Receive Acknowledge Check Order Inform ok? yes request reception Requirements Payment Payment no Inform about Request Requirements Requirement Professor Request Receive Receive Send Payment Request Ack. Payment Requirements Acceptance
  • 48. Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions Context Integration recurrent resource-related items payment requirements a1/ times = 6 pSxx POSI document handling prof. Smith payment a8/ Prof. Smith a1/ lxx abxx ts a6/ den Luisa Boss a2/ abyy lyy didate I ca n stu resources OS a7/ calls for boss P a3/ lxx course grades and report mxx PM courses POSI budget training and supervision co ur a10/ a9/ se gr myy Alice jmxx ad Prof. M POSI meetings POSI budget ellaboration Prof. Smith es an nt Prof. JM d re de s tu oice Luisa recurrent action sequences: po rts s v in ate did nts professo n (1) request payment performa rs' nce ca ude st (2) check payment requirements budgeting tools (excel) Boss pr opo sals information (3) accept payment cou rse coordina tion Alice budg infor eting mati decisions on Alice's Strategy: payments april, 2004 Prof. M Resource Network Prof. JM Receive Acknowledge Check Order Inform ok? yes request reception Requirements Payment Payment no Inform about Request Requirements Requirement Professor Request Receive Receive Send Payment Request Ack. Payment Requirements Acceptance
  • 49. Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions Context Integration recurrent resource-related items payment requirements a1/ times = 6 pSxx POSI document handling prof. Smith payment a8/ Prof. Smith a1/ lxx abxx ts a6/ den Luisa Boss a2/ abyy lyy didate I ca n stu resources OS a7/ calls for boss P a3/ lxx course grades and report mxx PM courses POSI budget training and supervision co ur a10/ a9/ se gr myy Alice jmxx ad Prof. M POSI meetings POSI budget ellaboration Prof. Smith es an nt Prof. JM d re de s tu oice Luisa recurrent action sequences: po rts s v in ate did nts professo n (1) request payment performa rs' nce ca ude st (2) check payment requirements budgeting tools (excel) Boss pr opo sals information (3) accept payment cou rse coordina tion Alice budg infor eting mati decisions on Alice's Strategy: payments april, 2004 Prof. M Resource Network Prof. JM tasks: Receive Acknowledge Check Order Inform ok? yes request reception Requirements Payment Payment no Inform about Request (1) pay professors Requirements Requirement (2) manage relationship with professors Professor Request Receive Receive Send Payment Request Ack. Payment Requirements Acceptance
  • 50. Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions Work Practices inputOf task RelatedTo governedBy outputOf resource inter-personal RelatedTo context inter-personal constrain rules or change (de)Activate share employedIn shared choose employ dyad activation rules interaction IS-A Pattern memberOf choose trigger relatedTo personal flowOf employ person activation rules shared commitments action participateIn communicative Pattern trigger action types has activate update flowOf to--do update IS-A Personal list hasNested context information employedIn perform interactions items nº of actions vs contexts update groupingOf obligation use/produce action hasTwo use types event createdBy hasType actions IS-A use happensAt communicative IS-A governedBy actions dueAt human tools personal time point resources Telefone Email Email (printed) Fax Fax (printed) rules dueAt Others Client Claims Publicity 50.0 Joao Cardoso Supplier Price Proposals Substitute Products resource usage Pending Orders 37.5 Maria Alvega Pedro Cabrita Order Sales Sandra Pereira Incomplete Supplies Susana Gomes 25.0 Susana Pauleta Damaged Supplies Order Status New Orders Containers 12.5 Supplier Contacts Catalog Product Queries 0 Product Codes João Cardoso Maria Alvega Pedro Cabrita Susana Gomes Susana Pauleta Sandra Pereira Provisioning 0 62.5 125.0 187.5 250.0 personalized action patterns
  • 51. Introduction - Problem - Contributions - Methodology - Model - Method - Applications - Support - Conclusions Human Multitasking inputOf task RelatedTo inter-personal constrain governedBy outputOf rules or change source RelatedTo inter-personal (de)Activate employedIn context share choose shared employ dyad activation rules interaction participateIn IS-A patterns memberOf choose trigger relatedTo personal flowOf employ person activation rules shared commitments action has communicative patterns (de)activate trigger action types update Personal to-do update IS-A employedIn list hasNested context perform information flowOf interactions items groupingOf update hasTwo use/produce action hasType actions events use types IS-A ObligationOf use governedBy happensAt communicative IS-A actions human dueAt personal time point resources tools rules dueAt switches cgd team inform test results 19 m1 18 m011 17 m1 day 10 16 m3 15 m1 m8 14 m3 m81 m81 m1 4 13 m1 m5 m5 m3 m9 1 12 m4 m3 m51 m1 m81 11 m1 m6 m5 m6 m81 m8 10 m3 m5 m1 m5 m51 m1 m81 m3 m81 4 9 m4 m3 m3 m1 m3 m81 m6 m011 m8 m9 m8 m9 m5 m3 8 m1 m5 m5 m3 m51 m5 m81 m2 m5 m81 m1 m5 m10 7 m011 m012 m6 m1 m8 m8 m8 m1 m81 m81 m9 m8 m9 m8 6 m3 m4 m3 m3 m81 m2 m8 m81 m81 m3 m6 m10 m8 m1 m8 m5 5 m1 m5 m6 m1 m51 m81 m81 m3 m81 m011 m10 m81 m81 m81 m9 m8 4 m2 m4 m3 m3 m8 m3 m8 m81 m81 m8 m2 m8 m5 m8 m8 m81 3 m3 m5 m6 m1 m1 m81 m81 m3 m81 m3 m10 m81 m9 m1 m9 m8 2 m2 m1 m3 m3 m8 m1 m3 m8 m1 m8 m6 m1 m81 m10 m8 m81 1 m1 m3 m2 m1 m7 m3 m81 m81 m81 m81 m10 m10 m9 m9 m9 m9 6 7 9 10 14 15 16 17 20 21 22 23 27 28 29 30 DAYS personal contexts m1 = project management m3 = integration tests m5 = document association functions Activation Rules if <conditions> then <updates> Subject Nº Event Time Activate (Action To-do) Mariana 2 antónio (-) request ellaborate report m1 ellaborate report 3 Every week weekly (6,10,15,23, 28) m1 propose team meeting 7 cg team(-) inform or request m3 perform test
  • 54. Context Visualization carla's contexts context statistics keywords (team meetings) online messaging
  • 55. Context Analysis (dashboards) Context Analysis
  • 56. Context Analysis (dashboards) Context Analysis