[Graph logo] Toward a Multiactivity Generalisation of the
Nelson-Winter model

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This page contains information and links in relation to Andersen's paper for DRUID's Nelson and Winter Conference, June 2001. The paper contains a survey over the Nelson-Winter models, a pure-labour version of the standard NW model, and a multiactivity generalisation that opens up for exchange of intermediate goods, specialisation of R&D, and multisectoral growth and development.

This page contains materials on the paper, including simulation programs. At the moment most of the programs are implemented in the programming language of the Maple package for symbolic mathematics. Soon will be added more models implemented in the Laboratory for Simulation Development (Lsd).

The basic model of the paper has been used for an extensive Introduction to Artificial Evolutionary Processes, which is a draft chapter for the book project by Andersen, E.S. and Valente, M., Artificial Economic Evolution: Model Exploration and Extension in the Laboratory for Simulation Development.

If you have comments and corrections, send an email to esa@business.auc.dk.
[rev. 9 Apr 02]

 

Abstract

The paper proposes a multiactivity generalisation of the Nelson-Winter model, or the NW model, in order to turn the attention of evolutionary minded economists toward specialisation and exchange, the emergence of markets for intermediate goods, the specialisation of R&D, and other issues of multisectoral growth and development. The argument and the solution is presented in four steps. First, there is a discussion of some practical difficulties and core theoretical problems in relation to the standard NW model of Schumpeterian competition. The conclusion is that this model gives an ad hoc solution to the tendency of evolutionary models to produce monopoly and that is has not really confronted the `knife-edge' problems of the underlying Leontief technology. Thus there is still a need to confront what may be called the diversity paradox and the Leontief technology paradox of evolutionary modelling. Second, the paper develops a condensed version of the NW model that serves to highlight the theoretical problems and as a platform for the proposed generalisation. This version of the NW model, the LNW model, includes only labour and knowledge. With given technologies the LNW model shows standard replicator dynamics while it can also be used as a testbed for exploring different R&D regimes. Third, the bare bones of the multiactivity generalisation of the NW model, the MNW model, is presented. This presentation starts from firms that produce their intermediate goods by means of labour and knowledge. Then the focus turns to exchange in intermediate goods and the related problems of the specialisation of R&D. Fourth, the paper discusses the MNW model's partial solutions to the diversity paradox and the Leontief technology paradox as well as the possibilities of further developing and applying the MNW model.

The paper

Download the paper
  • Andersen, E.S. (2001), Toward a Multiactivity Generalisation of the Nelson-Winter Model, Paper presented at the DRUID's Nelson and Winter Conference, Aalborg, 12-15 June 2001. PDF file
  • NW: Reconstructions of Nelson-Winter models

    In addition to section 2 of the NW2001 Conference paper, you can read the following:

    NW in Lsd
  • Valente, M. and Andersen, E.S. (1999), A hands-on approach to evolutionary simulation: Nelson and Winter models in the Laboratory for Simulation Development, Department of Business Studies, Aalborg University, 3 November 1999; rev. 31.5.2000. Abstract | PDF file
    Maple simulation programs
  • Some NW implementations in Maple (being transferred to Lsd)
    NW reconstructions
  • Andersen, E.S., Jensen, A.K., Madsen, L., and Jørgensen, M. (1996), The Nelson and Winter Models Revisited: Prototypes for Computer-Based Reconstruction of Schumpeterian Competition, DRUID Working Papers, Department of Business Studies, Aalborg University. Abstract | PDF file
    Broad NW overview
  • Andersen, E. S. (1996), Evolutionary Economics: Post-Schumpeterian Contributions, London, Pinter. Paperback reprint (originally published 1994). Parts of the Nelson and Winter Chapter.
  • LNW: The pure-labour version of the basic NW model

    In addition to section 3 of the NW2001 Conference paper, you can read the following:

    LNW implementation in Maple
  • Maple program that should be copied and pasted into a Maple worksheet. Contains some information on how to simulate. Download text of Maple program [rev. 18 Jun 01]
  • The core of the program

    The core of the LNW model is implemented as follows:
    # MAIN LNW PROGRAM
    for t from 1 to T do
    
       # SHORT RUN
       for i from 1 to n do 
          Q[i,t] := A[i,t]*(1-r[i])*L[i,t];
       od;  
       Qtot := sum(Q[k,t], k = 1..n);
       P := Ltot/Qtot;
       for i from 1 to n do 
          pi[i,t] := P*Q[i,t] - L[i,t];
          s[i,t] := Q[i,t]/Qtot;
          S[i,t] := L[i,t]/Ltot;
       od;
    
       # NEW TECHNO
       for i from 1 to n do 
         A_res[i] := 0;
       od;
       A_max := max(seq(A[i,t], i = 1..n));
       A_mean[t] :=  A_mean[t-1]*(1 + phi);
       for i from 1 to n do 
         if Method = fixed then
           A[i,t+1] := A[i,t];
         fi;
         if Method = random then
           A_res[i] := exp(stats[random,normald[ln(A[i,t]),sigma]]());
           if A_res[i] > A[i,t] then
             A[i,t+1] := A_res[i];
           else
             A[i,t+1] := A[i,t];
           fi;
         fi;
         if Method = normal or Method = split then
           # Research
           lambda[i] := d*r[i]*L[i,t];
           if stats[random,poisson[lambda[i]]]() > 0 then
             if evalf(rand()/1000000000000) < rho then
               A_res[i] := 
                 exp(stats[random,normald[ln(A[i,t]),sigma]]()); 
             else A_res[i] := A_max; 
             fi;
           fi;
    
           # Technochoice
           A[i,t+1] := max(A[i,t], A_res[i]);
         fi;
       od;
    
    
       # NEW LABOUR
       for i from 1 to n do
    
          L[i,t+1] := L[i,t] + pi[i,t];
    
       od;
    
    od;
    
    

    Running the program

    The Maple program is run by a procedure call of the form
    LNW(n, T, Variable, Seed, Device);
    
    where n = the number of firms
          T = the number of periods
          Variable = the variable to be plotted or saved
          Seed = the interger that starts a specific series of random numbers
          Device = 'screen' or 'filename'
    
    Other parameters are set within the program; experiments presuppose that the following standards are changed:
    alpha := 0.2; 
    A_init := 0.16*m;
    d := 1.0;
    K := 0;
    Ltot := 100;
    r[0] := 0.05;
    rho :=  1;
    sigma := 0.05;
    Method := normal;
    
    

    Simulation exercises

    Here are some results produced with the above model implementation:

    Pure replicator dynamics

    Random-walk cumulation of productivities

    R&D-based cumulation of productivities

    Two firms with R&D and two without

    Firms that are both innovators and imitators

    MNW: The multiactivity generalisation of the NW/LNW models

    In addition to section 4 of the NW2001 Conference paper, you can read the following papers. However, you should note that the model specifications of these additional papers differ significantly from the NW2001 paper. In the near future simulation programs will be added.

    Horizontal diversity
  • Andersen, E.S. (1998), Multisectoral Growth and National Innovation Systems, Paper for the Nordic Journal of Political Economy, December 1998. Abstract | PDF file
    Horizontal and vertical diversity
  • Andersen, E.S. (1998), The Evolution of the Organisation of Industry, Paper to be presented at the DRUID Conference on "Competencies, Governance and Entrepreneurship", Bornholm, 9-11 June 1998. Abstract | PDF file
    Horizontal diversity
  • Andersen, E.S. (1997), Escaping Satiation in an Evolutionary Model of Structural Economic Dynamics, Paper to be presented at the workshop on Escaping Satiation: Increasing Product Variety, Preference Change and the Demand Side of Economic Growth, Max Planck Institute for Research into Economic Systems, Jena, 11-13 December 1997. Abstract | PDF file (changed version in Journal of Evolutiuonary Economics, No 1, 2001)
    Horizontal diversity
  • Andersen, E.S. (1997), An Evolutionary Model of Structural Economic Dynamics, Paper presented at the Danish Research Unit for Industrial Dynamics Conference, Snekkersten 8-10 January 1997, Dept. of Business Studies, Aalborg University. PDF file
    Horizontal diversity
  • Andersen, E.S. (1997), An Evolutionary Approach to Structural Economic Dynamics, Paper for the International Conference on Computer Simulation and the Social Sciences, Cortona, 22-25 Sept 1997. PDF file
    Vertical diversity
  • Andersen, E.S. (1996), The Evolution of an Industrial Sector with a Varying Degree of Roundaboutness of Production, Paper presented at the International Schumpeter Society Conference, Stockholm, 2-5 June, Department of Business Studies, Aalborg University. Abstract | PDF file

  • Maintained by Esben Sloth Andersen, email: esa@business.aau.dk.
    Revision: 09 August 2004, 13:34.