Chaque trimestre, la Commission européenne interroge les entreprises sur les facteurs limitant leur production. Elle distingue ainsi la demande, l’offre (goulets d’étranglement du marché du travail, pénurie de matériaux et/ou d’équipements) et un facteurs financier[1]. Le graphique 1 présente les résultats de l’enquête, exprimés en z-score, d’après des données remontant à 1985, à l’exception du facteur financier, dont les données ne sont disponibles qu’à partir du premier trimestre 2002[2].
Industrie dans la zone euro : facteurs limitant la production
Comme le montrent les données historiques jusqu’en 2019, la demande en tant que facteur limitant la production a fluctué davantage que la main-d’œuvre ou la pénurie de matériaux et/ou d’équipements. On peut donc penser qu’au cours de cette période, les variations de la demande ont joué un rôle prédominant dans les cycles conjoncturels de la zone euro, particulièrement durant les crises de 2008 et 2011.
Le graphique montre également le caractère unique du choc occasionné par la Covid-19 et ses répercussions. Dans un premier temps, la faiblesse de la demande, due aux confinements, a pesé sur la production, mais les facteurs liés à l’offre (main-d’œuvre, matériaux, équipements) sont rapidement devenus une contrainte majeure tandis que la demande est repartie à la hausse à la faveur des mesures d’aide au revenu et de la levée des restrictions sur la mobilité. Résultat, l’économie de la zone euro, ainsi que celle de nombreux autres pays a connu un choc positif sur la demande, conjugué à un choc négatif sur l’offre, avec les conséquences que l’on connait en termes d’inflation. Comme l’indique clairement le graphique 2, les années 2021 et 2022 ont réuni les conditions « idéales » pour générer une forte augmentation des prix à la production : une demande élevée[3], des goulets d’étranglement sur le marché du travail, une pénurie de matériaux et d’équipements – perturbations de l’offre liées à la pandémie et, en 2022, à la guerre en Ukraine – ainsi qu’un environnement financier accommodant.
Industrie dans la zone euro : facteurs limitant la production et inflation des prix à la production
À en juger par les résultats de la dernière enquête, la hausse annuelle des prix à la production s’est nettement repliée[4] et la demande marque le pas : le pourcentage de chefs d’entreprise signalant la demande comme facteur limitant leur production augmente, quoique à partir d’un niveau très bas. Après un accroissement significatif, en ligne avec la hausse des taux d’intérêt, le facteur financier pèse moins sur la production qu’auparavant, même s’il reste supérieur à la moyenne de long terme. Enfin, les contraintes d’offre (main-d’œuvre, matériaux, équipements) se sont également atténuées tout en restant bien supérieures à la moyenne historique.
Le tableau 1 présente les résultats d’une analyse de régression univariée avec l’inflation annuelle des prix à la production comme variable dépendante et les quatre facteurs pouvant limiter la production comme variables explicatives. La première partie affiche les résultats obtenus à partir de l’ensemble des données tandis que la seconde se limite à la période pré-Covid-19. Toutes les variables sont significatives, à l’exception du facteur financier dans la régression qui utilise toutes les données et tous les coefficients présentent les signes attendus. Lorsqu’on utilise l’ensemble des données (première partie du tableau), la main-d’œuvre, ainsi que les matériaux et les équipements sont extrêmement significatifs et les coefficients R² respectifs sont beaucoup plus élevés. Cela montre le rôle des facteurs liés à l’offre dans l’évolution de l’inflation depuis la pandémie. Cependant, la faiblesse générale du coefficient R², en particulier au cours de la période pré-Covid-19, montre que si on ne retient qu’une seule variable explicative, une bonne partie de la variation de la hausse des prix à la production reste inexpliquée. Une régression multivariée donne de meilleurs résultats avec un R² de 0,79 pour l’ensemble de l’échantillon et de 0,50 pour la période pré-Covid-19[5].
Ces résultats peuvent aider à évaluer l’évolution future de l’inflation des prix à la production. Sur la base du modèle multivarié, on pourrait s’attendre à une inflation annuelle des prix à la production de 2,7 % si les valeurs des trois variables explicatives correspondaient à leur moyenne de long terme. Au deuxième trimestre de cette année, le facteur lié à la demande était très proche de sa moyenne de long terme (respectivement, 27 et 30) tandis que l’écart restait considérable pour la main-d’œuvre et les matériaux/équipements en tant que contraintes pesant sur la production (respectivement, 25 contre 7 et 28 contre 9). Cela laisse supposer que les facteurs liés à l’offre continueront à alimenter la hausse des prix à la production pendant encore un certain temps. Une réserve importante s’impose néanmoins : les coefficients R² montrent qu’une bonne partie de l’inflation n’est pas expliquée par le modèle de sorte que d’autres facteurs pourraient avoir un effet désinflationniste. Dans ce cas, il resterait à les identifier. En conclusion, dans le contexte actuel, les prévisions d’inflation s’accompagnent d’un degré élevé d’incertitude, avec un risque évident que la désinflation soit plus lente qu’attendu. L’analyse porte sur l’inflation des prix à la production mais, compte tenu de la relation étroite existant entre celle-ci et l’inflation des prix à la consommation (IPCH) dans la zone euro[6], les conclusions sont également pertinentes pour cette dernière.
![](data:image/png;base64,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)
[1] La question est formulée ainsi : « Quels sont les principaux facteurs limitant votre production ? Aucun ; demande insuffisante ; pénurie de main-d’œuvre ; pénurie de matériaux et/ou d’équipements ; contraintes financières ; autres facteurs ». Source : Commission européenne, Programme conjoint harmonisé de l’UE pour les enquêtes auprès des chefs d’entreprise et des consommateurs, Guide d’utilisation, janvier 2023.
[2] La volatilité varie selon les enquêtes. Aussi, pour faciliter les comparaisons, les données ont été exprimées en z-score.
[3] Au graphique 2, la série relative à la demande, tirée de l’enquête de la Commission européenne, a été transformée en retranchant les résultats de l’enquête de 100. Un niveau élevé correspond à une demande élevée, ce qui ne constitue pas une contrainte pour la production. On introduit ainsi une corrélation positive entre demande et inflation, ce qui facilite l’interprétation du graphique.
[4] En base trimestrielle, les prix à la production ont été quasiment stables au quatrième trimestre 2022 et ont reculé de 3,6 % au premier trimestre de cette année.
[5] Dans la régression multivariée, le facteur financier n’a pas été retenu car il n’était pas significatif.
[6] D’après les données mensuelles enregistrées depuis 1991, une régression de la hausse annuelle des prix à la consommation en tant que fonction de la hausse annuelle des prix à la production donne un R² de 0,75. Sur la base de cette équation, lorsque la hausse des prix à la production est à 3,0 %, sa moyenne de long terme, la hausse des prix à la consommation devrait être de 2,0 %.