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Measuring potential gains from reallocation of resources

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Abstract

In this work we consider the case when efficient operation of individual economic units does not necessarily imply efficiency for a group of these units. Merging theoretical findings of Li and Ng (Int Adv Econ Res, 1995, 1, 377.) and Färe and Zelenyuk (Eur J Oper Res, 2003, 146, 615), we develop new group-wise efficiency indexes that measure the extent to which the performance of a group of economic units can be enhanced, even if all these units are individually efficient. The existence of such potential improvement is attributed to non-optimal allocation of inputs across the individual economic units from the point of view of a group of these units.

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Notes

  1. Conceptually similar, but analytically different ideas can also be found in Bogetoft and Wang (1999), Färe et al. (1994) and Soriano et al. (2003), as we will discuss latter in the paper.

  2. For a discussion of this type of “Law of One Price” assumption, see Kuosmanen et al. (2004).

  3. Hereafter, we do not explicitly include the word “output” in the terms used. Since only output-oriented case is considered in this work, thus distinction with input-oriented measures is unnecessary. The development of the input-oriented case would be similar and is omitted for the sake of brevity.

  4. The word “structural” will emphasize the fact that the structure—here, the allocation of inputs—is kept fixed. This notion is going back to Farrell’s (1957) idea of structural efficiency of an industry.

  5. Hereafter, the superscript “g” indicates a group potential efficiency measure, i.e. when reallocation of inputs across the DMUs is possible.

  6. In fact, a similar relationship was defined by Soriano et al. (2003) in a somewhat different context, but the necessary proofs were not developed.

  7. Noteworthy, this is the idea put forward by Førsund and Hjalmarsson (1979), which was elaborated on later by Li and Ng (1995). For further discussion refer to Ylvinger(2000).

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Acknowledgements

We thank Tom Coupé, Roy Gardner, Mykhaylo Salnykov, Natalaya Dushkevych, three anonymous referees and the associate editor, as well as participants of seminars/workshops of UPEG at EERC-Kiev, Ukraine and DEA conference in Birmingham, UK, September 2004 for valuable comments. We also thank Chris Parmeter for his valuable comments on the final draft. We remain solely responsible for the views expressed and mistakes made.

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Correspondence to Valentin Zelenyuk.

Appendices

Appendix 1

Proof of Lemma 2

We want to prove that \({\overline{P}(x^{1},\ldots,x^{K})\subseteq P^{g}\left( {\sum_{k=1}^K {x^{k}} } \right)}\). Let

$$ Y^{0}\in \overline{P}(x^{0,1},\ldots,x^{0,K}). $$
(*)

Then, \({Y^{0}\in \overline{P}(x^{0,1},\ldots,x^{0,K})\Rightarrow Y^{0}\in \sum_{k=1}^K {P^{k}(x^{0,k})}}\) (by definition (3.1)), and therefore \({\exists y^{0,k}:y^{0,k}\in P^{k}(x^{0,k}), k=1,\ldots,K,\sum_{k=1}^K {y^{0,k}} =Y^{0}}\). Moreover, under standard regularity conditions, P k(x k) (∀ x k∈ℜ N+ ) and T k are equivalent characterizations of technology (see Färe and Primont (1995)), i.e., \({y^{0,k}\in P^{k}(x^{0,k})\Leftrightarrow (x^{0,k},y^{0,k})\in T^{k}, \forall k=1,\ldots,K}\). Furthermore, \({\sum_{k=1}^K {(x^{0,k},y^{0,k})} \in \sum_{k=1}^K {T^{k}} \Leftrightarrow \left( {\sum_{k=1}^K {x^{0,k}} ,\sum_{k=1}^K {y^{0,k}} } \right)\in \sum_{k=1}^K {T^{k}} \Leftrightarrow (X^{0},Y^{0})\in T^{g}}\), where \({X^{0}= \sum_{k=1}^K {x^{0,k}} }\). Now, similar to the individual case, under the same regularity conditions, P g(X 0) (X 0∈ℜ N+ ) and T g are equivalent characterizations of group potential technology, i.e. \({(\hbox{X}^{0},Y^{0})\in T^{g}\Leftrightarrow Y^{0}\in P^{g}\left( {\sum_{k=1}^K {x^{0,k}} } \right)}\). Combining this with (*) we get the desired result. Q.E.D.

Appendix 2

Proof of Lemma 3

A set S is convex if and only if α1 S + α2 S = (α1 + α2)S for all α12 > 0 (Li and Ng (1995)). This implies that for T k = T, ∀ k = 1,...,K, \({T^{g}\equiv\sum_{k=1}^K {T^{k}} =KT}\). Using this result, Li and Ng (1995) showed that \({TE^{g}(X,Y)\equiv\mathop {\hbox{max}}\limits_\theta \{\theta : (X,\theta Y)\in T^{g}\}\equiv TE(\tilde {x},\tilde {y})}\), where \({\tilde {x}\equiv K^{-1}\sum_{k=1}^K {x^{k}}}\) and \({\tilde {y}\equiv K^{-1}\sum_{k=1}^K {y^{k}} }\), x k∈ℜ N+ , y k∈ℜ M+ . Using the same logic, we obtain

$$ \begin{aligned} P^{g}(X)&=\{y: (X,y)\in T^{g}\}=\{y: (X,y)\in KT\}\\ &=\{y:(X,y)/K\in T\} =K\cdot \{y/K: (\tilde {x},y/K)\in T\}=K\cdot P(\tilde {x}). \end{aligned} $$

And, therefore:

$$ \begin{aligned} R^{g}(X,&p)=\mathop {\hbox{max}}\limits_Y \{pY: Y\in P^{g}(X)\}=\mathop{\hbox{max}}\limits_Y \{pY: Y/K\in P(\tilde {x})\}\\ &=K\cdot \mathop {\hbox{max}}\limits_{Y/K} \{pY/K: Y/K\in P(\tilde {x})\}=K\cdot \mathop {\hbox{max}}\limits_{\tilde {y}} \{p\tilde {y}: \tilde {y}\in P(\tilde {x})\}\equiv K\cdot R(\tilde {x},p). \end{aligned} $$

Hence,

$$ \begin{aligned} RE^{g}(X&,Y,p)\equiv R^{g}(X,p)/pY=K\cdot R(\tilde {x},p)/pY=R(\tilde {x},p)/(pY/K)\\ &=R(\tilde {x},p)/p\tilde {y}\equiv RE(\tilde {x},\tilde {y},p), \end{aligned} $$

which proves (5.1). In its turn,

$$ \begin{aligned} AE^{g}(X&,Y,p)\equiv R^{g}(X,p)/(pY\cdot TE^{g})=K\cdot R(\tilde {x},p)/(pK\cdot \tilde {y}\cdot TE)\\ &=R(\tilde {x},p)/(p\tilde {y}\cdot TE)\equiv AE(\tilde {x},\tilde {y},p). \end{aligned} $$

Q.E.D.

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Nesterenko, V., Zelenyuk, V. Measuring potential gains from reallocation of resources. J Prod Anal 28, 107–116 (2007). https://doi.org/10.1007/s11123-007-0051-9

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